{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logarithmic Scales\n",
    "ggplot allows you to adjust both the x and y axis to use a logarithmic scale. The `scale_x_log` or `scale_y_log` can be added to any plot. You can also adjust the type of logarithm that is used by providing a `base` parameter (`i.e. scale_x_log(base=2) for natural log`) to the function. If not specified log base 10 will be used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>carat</th>\n",
       "      <th>cut</th>\n",
       "      <th>color</th>\n",
       "      <th>clarity</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>price</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.23</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>E</td>\n",
       "      <td>SI2</td>\n",
       "      <td>61.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.95</td>\n",
       "      <td>3.98</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.21</td>\n",
       "      <td>Premium</td>\n",
       "      <td>E</td>\n",
       "      <td>SI1</td>\n",
       "      <td>59.8</td>\n",
       "      <td>61.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.89</td>\n",
       "      <td>3.84</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.23</td>\n",
       "      <td>Good</td>\n",
       "      <td>E</td>\n",
       "      <td>VS1</td>\n",
       "      <td>56.9</td>\n",
       "      <td>65.0</td>\n",
       "      <td>327</td>\n",
       "      <td>4.05</td>\n",
       "      <td>4.07</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.29</td>\n",
       "      <td>Premium</td>\n",
       "      <td>I</td>\n",
       "      <td>VS2</td>\n",
       "      <td>62.4</td>\n",
       "      <td>58.0</td>\n",
       "      <td>334</td>\n",
       "      <td>4.20</td>\n",
       "      <td>4.23</td>\n",
       "      <td>2.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.31</td>\n",
       "      <td>Good</td>\n",
       "      <td>J</td>\n",
       "      <td>SI2</td>\n",
       "      <td>63.3</td>\n",
       "      <td>58.0</td>\n",
       "      <td>335</td>\n",
       "      <td>4.34</td>\n",
       "      <td>4.35</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   carat      cut color clarity  depth  table  price     x     y     z\n",
       "0   0.23    Ideal     E     SI2   61.5   55.0    326  3.95  3.98  2.43\n",
       "1   0.21  Premium     E     SI1   59.8   61.0    326  3.89  3.84  2.31\n",
       "2   0.23     Good     E     VS1   56.9   65.0    327  4.05  4.07  2.31\n",
       "3   0.29  Premium     I     VS2   62.4   58.0    334  4.20  4.23  2.63\n",
       "4   0.31     Good     J     SI2   63.3   58.0    335  4.34  4.35  2.75"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diamonds.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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lK19RpJm0tbVd1yJxrWq9SqUiODgYrVaLRqOhurqaH/zgBzQ3NxMZGUlnZ6foHOlwOPB6\nvUybNo2KigpGjRqF3+8nKysLr9dLWloaOp2ORYsWMWbMGJYvX45er2f9+vV0dXWJCnjAklJQUCDG\n2v0AbG5uLvn5+dTW1ioSRex2u1i7iRMn4nK5ePbZZ/u1mfQ8SHmrhe6VK1f485//LA6ffuUrX0Gv\n19/SMUgkEslQI8W2RDIM6SkeA41VBuOE/xcRZt3jvdrb2xUiePv27UyZMoWYmBhFZdtms3Hu3DmS\nk5NRq9V4PFc7ObrdblQqFePGjeMf//iHqBB/9NFHJCYmMm/ePNRqNSdOnLhuJb6/av2ECRO4ePEi\nfr+f8+fPY7VaSUlJobKykpqaGkJCQrhy5QqxsbGiur1ixQrS0tLYuHEjHo8Hq9XKxo0bKS4uJj4+\nnsbGRtxuN+Xl5ezcuVN8Z0ZGBhkZGaSlpWEwGLj33nsVG5m+NjndN06JiYm4XC4yMzPF9caOHXvH\nVbC7889//rNXJ9CvfvWrt3VMEolEMthIsS2RDEN6WikCjVUcDgcqlWpI7CUDoXvFvWfzF7fbTWFh\nIcnJyeTn54uDlLm5uTz33HMUFhaSkpIiGssAdHZ20tHRITzPK1asIDs7W3QjfOihhwYkMPt7z/Hj\nxwkLC8Pv94v3trW14XK5GDduHOXl5YwZM4ZLly4RHx9PZWUlLpeLvXv3YrPZCAsLo6Wlherqat56\n6y0x740bN2KxWLDZbJhMJsxmM9XV1cybNw+AkJAQSkpK8Pv9YpNxvVSYqVOn8qtf/YqysjLhUw94\nxm93Bbs/evrrA5nhEolEMpyQYlsiGYYEKsI6nU7RWCUqKuq2Ztl2r7jb7Xb27t1LcXExRqMRu93O\n8uXLcTgcjB8/nmnTpnHy5ElSU1Ox2+2kp6eTkpJCY2Mj8fHxVFVVkZiYyM6dO8WcA90XPR4PR44c\nITQ0VIjLa82zPxFaVlbGV77yFcUhTY1GI/K1rVYrJSUlAOzcuZOlS5eye/duGhsb8fl8WK1W5s+f\nL4S1Tqdj3LhxrF+/nvr6eqxWKyNHjqSxsZH09HRF1vbixYuveY/68pkbjUYiIyOpqakhLi4Or9fL\n/v37b3sFuz9uNN9bIpFI7kak2JZIhiGBKLdAYsfLL7/MlClTRFdDuD1Ztt3tGi6XC7/fr7BSuN1u\nEQWYn5+v+FmgOqvRaHjhhReERWPz5s00NjYSFRWliI4zGAwDnl9/aSTx8fF0dXUpKtuNjY1EREQQ\nFhZGTU0N48aNo7KyktmzZ/Paa6/hcrmw2WxkZmayY8cO0U3SbDZz5coVysvLWb16NVqtFrvdTmFh\nIWPGjOkza9vj8SgsNN3py2fe3t5Oc3OzsLBotVpyc3M5efLkHdmR78EHHyQvL0/h2ZZI7ha8Xi9/\n+tOfOHfuHFar9Y78/5jkzkCKbYlkGBIQtYHEjoKCAqZPnw703WnwWgykA+NASUpKUlhE9uzZw4ED\nB6ipqcFsNiuiAJuamvq0dvRMF9HpdMydO5dTp06JDOqA/WT37t0DGld/aSRut7uXjcRgMFBRUYFe\nr+e9997j8OHDWK1WsrKyWLZsGW1tbeJJQlhYGK+//jobNmzgzJkzREREoNFoyM7OprW1lfLycpqb\nmxUt2+Pi4li3bh2A2ICcOHGC9vZ20bQmJCQEi8XS617W1tby9ttvi4jB6dOns3LlSlwuV68DlXeC\nKAgLC+MHP/gBtbW1YuMgkdwtnDhxQtGUSXa9lPSHFNsSyTBkypQpikSOqVOnAjeXJDKYbZTVajUj\nRozAYDCg0+mYPXu2aMySn5+viAKMjo7u09oRHh4ubCQxMTGMGDGCjz/+mIsXL/Lzn/+ctLQ03G43\nGzduHLB9or80EoPBQGdnJ3V1dSQkJNDR0cGZM2eIi4sjKiqKZcuWUV5ejtVqxWg00tjYSFxcHK++\n+iotLS00NjbicrnEwUe46vmePHky8+bNE57tQMdJjUaD0WhkzZo1uFwurFYrK1as4NVXX2XVqlWK\nQ6OhoaHk5eVx+fJlrFYrGo2GsLAwRU53YMMFcOTIEeFnl6JAIvniyK6XkoEixbZEMgwpLi5mwYIF\nvQTyzRyQG+x/UAIWl+XLlyu6Jwaaw3SPAuzZFt7v99Pc3CzSSHw+HyaTiQULFmCz2RRpHPn5+QOu\n3vaXRqLVagkNDSUqKkqI6vj4eNrb21m9ejWzZ88mMjKStrY2Ll68yNixYzGbzcBVUV1RUcE777wj\nPNS1tbWMGTOGtrY29u/fT11dHaNHj2bdunVUVVUxefJkOjo6qK2tZdSoUWzduhWXy0VkZKTiHrjd\nbtxuNy6Xi6997WuoVCpmz57N9u3bFRuR2tpaMY/ufvaB3MPBfKIhkQxHZNdLyUCRYlsiGYYMpkAe\n7H9QAtczGo2K64aGhvaKAly5cqViw6BSqfjkk0/Izs4W7wu0Yw8kgOh0Ojo7O3t1noT+BeS1Kv5n\nzpyhq6uL6OhojEajELkvvvgiJpMJj8dDaWkpY8aMITs7mx/+8IfExMRQX19PbGwsVVVVxMbGsnLl\nSpxOJ2+//TYTJkzA5XLh9Xo5f/48OTk5OJ1O3nzzTVauXCm89v/2b//GnDlz0Gg0irUymUwA+P1+\nkeDh8XjIysoiLS0NvV6PxWJBo9Gwa9cuIiIihEVnoPdwMJ9oSCTDkZSUFD766COFZ1si6QsptiWS\nYchgCuTBzmYOWFxqa2s5cOAAJ0+eRK/XU1tbqxiz2WxWbBhOnz4tKrTd39ezo6TdbuenP/0pBQUF\nvb67PwHZV8Xf5/Oh0+mwWCzU1NSg0Wjw+Xx0dHSgVqtpamqitrYWl8vFpEmThB0mMjISgNbWVmpq\nakhJSSE9PR2n0ynG7/V6efzxxxWNavqaS+Cg5YwZM8jLy8PpdBIVFYVaraa6upqcnBzhS+/+uV/9\n6lfiflmtVhYvXkxqairNzc185StfGdA9lI/IJZJrExQUxDe/+U2Sk5PlmQPJNZFiWyIZhgymQO5P\niN6MxcDn83H48GE+//xzNmzYwMsvvyysJKNHj2bfvn243W4SExN7VXPb2tpob28nNzdXHACcNGkS\nBw4cIDc3F6fTidVqxev1UlBQ0Oecb0RAFhUVERwcjEajwev1olKpgKsHGN9++23mzJmDwWAQ7dnn\nz5/P9OnTqaqqwmKxEB8fz5kzZ2hoaGDdunVUV1djsVjIycnhhz/8ISkpKWLjUVpaSkJCAtu3bxdz\nmzFjhqhGFxUVERQUhF6vJzo6Whwg3b17t5hn4H5HRUWJCEWtVssbb7yBw+EQTw127do1oHslH5FL\nJBLJ4CDFtkQyTPB6vQqPc3Jy8pBVIntWiAeadFFUVMSRI0fw+/14PB6FlSRQFX788ccB6Orq4uDB\ngxQXF9Pe3s7evXsB2Lx5My6XC5VKRUZGBi6Xi0cffZQxY8ZgMpmu+f03IiDLysoYNWoUkZGR+P1+\n4dkeMWIE3/rWt4iPj+fPf/4z3/nOd6ioqCAlJQWNRsP27dtZtmwZOp2OyZMnU1dXh9ls5ne/+x2H\nDx8Weeeg9NavWLGCw4cPc/jwYQDWrVtHdnY2tbW1ItYwIKAPHjzI3LlzxVh9Pp/YDDidToW1JDIy\n8qZE853WbVIikUjuVqTYlkiGCT0tCUPpse1ZIe4r6aKv6ndZWRkGgwGVSoVWq1V0WkxISODy5ct8\n/PHHQrgDdHR0KHKjAVpaWggODmbJkiWYzWZCQkJYtWoVLpfrmvPuLiCjoqKoqqoSrwcEemDcJpOJ\niIgI6uvr6ezsRKvVotPpuHz5MnD1QOfUqVOprKzEYrGwevVqUlNTcblc7Nixg5deegmPxyNsH9/7\n3vf46le/islkEmK7+zr2tMcAVFRU4PP5ROxfYL17VuS7b35yc3MV1wkKCuq1GRoId1q3SYlEIrlb\nkWJbIhkmDMQi8UUSJrp/NioqSiHo+kq66MsfnZiYyJtvvsmSJUsUnRbHjRvH97//fWw2m0JYv/HG\nG9jtdpFScu+996LValGr1axZs0YRhReIuLuWNSQgIFUqlWJs+/btIzIykqSkJDFui8WC3W7H4/FQ\nXV2N1WolLCwMn88nWq9rtVo2b95MU1MT69ato6WlhXfffZfTp0/T2dmJ1Wrl3Llz7Nu3j9TUVFQq\nFXFxcWI83Svtubm57N+/n8LCQkWb+jVr1vRqbW+1WhVPMbrf+/LycrFeRqOR8+fPi86hEolEIrn1\nSLEtkQwTBmKR+CIJE90/a7VaRbW0Z+fGwPf2Jf5nzZrFG2+8QVlZGXq9npaWFhISEqisrBSRdt0/\nExkZqYjzs9lsTJ48Gb1ez969e6muriY2NpY1a9aI7zeZTJw4ceKaG4meYzt58iQ7d+4UVW+Px4PT\n6aS1tRW1Wk10dDSXLl0CICIigr1791JXV4fP52PHjh0iS3vy5MkUFxfT0dFBcHAwfr8fu90usr8n\nTpxIRkYG6enpTJs2jaSkJPbv309FRQVms5nGxkYmTZrE6dOnWbt2LTabDbja2v6dd96hpaVF+Nln\nz56tsPEE7r1arWbDhg3iZxkZGdJvLZFIJLcRKba70d7ejlarRaO585dFrVaj1+tv9zAGhEqlorW1\n9a5ZW7g71/eBBx7g0KFDotp5//33ExQUpHhveXm5QmRWVFTw8MMP4/V6OXr06IA/63A4qK+vZ968\nefh8Pvbs2dPrs2PHjlWI/7Fjx3LmzBmOHj2qiO7LysoS7+kZB1hbW0teXh7Hjh0T1d6tW7diNptp\namrCarXS0NBAdnY2TqcTt9st7CS5ubmYzeY+59JzbEajEY/Hw+eff86oUaPEz2pra4mIiBDrHBDv\nNpuNZcuWER0dzbJly4iMjESv1yviBv1+P16vt9dmweVyMXbsWPH7FRkZyU9+8hNFlX7r1q3k5uaK\nJj8ul4uQkBDa2tpQq9VcuHBBcR8DGeU6nY74+Hi2bNlCZ2cnUVFRmM1mHnjggV5rAAzovg8l8u+G\noUWu79Ai13foCJxBGS7cHb8dt4iQkBBFZe1ORq/X09bWdruHMSC0Wi3h4eG0tLTcFWsLd+/6JiUl\nCU9uZ2dnr/cmJCQoRGZCQgJtbW0D8nv391mgz++dOnWq4oDd1KlTOXToUC9vstlsFlVcv9/Pu+++\nS1FREXq9nu3bt/Paa69hMBhwu92kpqbi9/tJS0sTn8/Ly+PBBx/kP/7jP0SFG6CwsFBUq3vOJTC2\nc+fO4Xa7RXv11tZWqqurhQ0jMjIStVotDjkGBQURFBTEvHnziI2NJT09XRxaDFSXu9tgsrKysNls\ntLW1kZSURElJCbm5uUyaNIlPP/2UsrIyxo8fz8GDBzl9+jRms1m0at+zZw/79+/H6XSSkJDAtm3b\nxAHL7pXsgI1n0aJFLF++nJycHFFJj42Npa6ujsOHD/dZ6b+VPv++kH83DC0DXd87qYHRcFzfO4m7\nZX0D51aGC1JsSyRfIvpLmBiI3/tG0yn6OmBntVp58803RbxdICqve/XXbrcrPNFms5mf/exn4r+3\nb9+O3W6nqqoKq9VKS0sLRUVFuN3uPqvV586dIzk5Gb/frxAUycnJJCcnU1hYyMsvv8zIkSNZu3Yt\n8+bNE3GE77//PqGhocTGxoo0kqCgILZu3coDDzzAli1bcDgcol273+8XQj02Npb4+HguXLhAfHw8\nW7dupaioSCSs9BS5U6ZM4cUXX2ThwoUAxMbGEhQUxIQJE6isrBQpJR6Ph5qaGsWhx0BMotFoVKzl\nL37xC55//vl+hbTM0paAbGAkkQw1UmxLJF8i+kuYsFqtvQ7gDfSz3blehUyj0WCz2Th79ixGo5G3\n3nqLZcuWsXv3bq5cuUJsbCw7duxQiHGj0dir8huoJmdkZJCQkEBpaak4SKnT6fB4PKJa7Xa7KSws\n7HUoMiAoAgcmjx49isvlUlhZrly5QlBQEJ2dnWg0GtRqNZ2dnWRlZZGQkIDP52PVqlXC/rF3717S\n0tKIiooiPDyc7Oxsnn76aXw+H/PmzeP73/8+Go2mlw3E4XAwYcIEsrKyqKioICEhgVWrVol55uXl\nKe7P5cuXefXVVzl48CDTp08XMYkVFRXY7XZKSkoIDQ2loaFBfMfp06fRaDT4/X7q6upEq/jr+fzv\npKqnZGigN7NbAAAgAElEQVSQmy6JZGiRYlsikQix6Ha7MZlMN+0/vF6F7PTp07jdbnbu3CneU1pa\nSmZmJgcOHGDHjh0sWrSImpoaxo8fT0NDA1euXGHOnDm0trayYsUKUfmNiYlBo9EQEhJCcHCwqOha\nrVY2b97MvHnzMBqN2O120tPTAfoVFElJSQQFBbFv3z5aWlpE1TgiIgKdTkdlZaWwkXR1dYkYwJKS\nEnE9t9uN0+kkMzOT/fv3s3btWhEFGBkZyY4dO3A6nWzZsqXX5iYiIoJPP/1UHGzctGmTIuqvrq5O\nbDja2trYu3evYg6BjdDUqVP59NNP8fl8xMXFCUtKoClQoDoe+J7uB127P63oLrAtFgvz58+XVc9h\njGxgJJEMLVJsSyTDgM7OTv75z39SWlp6U9XH8+fPiw6DcLXL4LRp0254HNerkEVGRrJz505FB8iM\njAxxGHLWrFnU1dXR2dnJypUrxUFHgKamJhYuXCiawgSqtC6XC4/Ho4i7U6vVCkEfEA/9CQq/34/P\n5xPdKwPr99e//pV9+/axYMECKioqsFqtlJeXExMTw/79+3nqqafEdU0mk/izVqslNTUVt9vN5MmT\nWbdunWjX3tHRQUlJiWK8VVVVNDU1ibWLiYlRjHXUqFGkpKTgdrt59tlnFSK9O8XFxRw7dozs7GxG\njx5NWloawcHBdHR0sHfvXubNmyfuDVw96FpbW9srFrD7pilwgDXwuZKSEim2hxmygZFEMrRIsS2R\nDAP++te/MmfOHEX1UaVSDfjR/2BVtq53nYAI1el0ijbnycnJvPbaazidTrKzs/H7/cybNw+TySQy\nvKOjo1m0aBF2u53nn39efIfdbmfkyJEsX75cvPb+++/3KR76ExT9VeTdbjc//vGPKS8vJzo6GpPJ\nhNfrpaysjO9///uMHDmSrKwsRo0ahU6n46233iI6OpqdO3eycOFCzpw5Q319PYsWLSIoKIjW1lZh\nNel+kNJut9Pc3CzWbs+ePeTl5VFRUUFiYiIzZ87E5/NRW1urEOl1dXWK9Q00DdJqtTidTjZu3Ijd\nbuenP/0pHo9HsSG41r3uvmkym82K9wca8kiGD7KBkUQytEixLZEMAy5evKioPp47d46VK1cO+NH/\nYFW2rncdnU5HcHAwISEhmM1mampqmDp1qjgkCZCTk0NmZianT5/G7/eLLo8Bq0tnZycHDhygvLyc\n+Ph4wsLCcLvdChtMUFBQn+KhP0HRX0XeYDAQHh6O1+ulvLwcg8GARqMRdpKuri5Fc51f/epX+P1+\nXn75Zerq6khJSaGqqorW1lYmTZokWrPn5uZy4MABjh8/jsFgYM+ePaxcuZLdu3dTV1eHSqXi0qVL\nTJ48WYz3xIkTGAwGxWHR/Px8xTyioqIUB1AnTZpETk4O77zzDqdOnUKv14vOndXV1YwfP77Pe919\n03TlyhXF2loslpv63ehJZ2cnn3zyCaWlpYwZM4YHHnjgrolPk0gkkhtB/s0mkQwDeuZGm83mGzrw\nNFiVretdJyIigoSEBBwOByqVij//+c889dRT5OTkCIE4Y8YMxeHAgI0kYHXJzc3lRz/6ETabjR//\n+MfCe9yXQB8o/R0QNRqNdHR0oNVqiY6OFskjISEhXLp0idbWVoUQ7ejo6JWZrdFoyMzMJCcnR6So\njB49GqPRyIQJE6irq+PJJ5/E6XTy8ssvizEtX76c0NBQ8YSis7OT9957T5HEMnLkSPF+n89HfX29\neHJgNBrJyMjA5XIRGhqqsNXYbDYyMzPZvn07hw4d6vX0o/umafz48eJ3KDExkcmTJ9/Q2vbHkSNH\nxOYjsHF45JFHBuXaEolEcichxbZEMgz42te+xgcffCA824EouDvtwFNhYSFbt25lw4YNnDhxgpkz\nZ7Jnzx4yMzNpaGjg/vvvJzg4WPidu1dSA9XWnJwcDhw4QHV1Nfv37+fzzz9nypQpvdI7urq6Buxb\n7++A6JQpU7h48SJut1u0bA8PD+fUqVMiZzw+Pl5U5RsbG0Ubeq/XK+YGkJ2dLSL5VCoVn3/+Oenp\n6eIevfvuu4p7ZjKZRJt1j8fD+vXrKSoqIjU1VYz3ypUrQvwWFRURHBzMxo0bsVgspKWlsWzZMtra\n2hg5cmSfueJut5s1a9b0evrR16ZpsC0GPZ8mlJWVSbEtkUiGJVJsSyTDAK1Wy/33309ycjKAiIK7\nWVvIzcS9DeQzZrNZtDZ/6aWX0Gg0vPDCC9TX1xMWFiZi7Nrb23tVUpOSksjPz+fIkSPo9XpGjRpF\neXk5kyZNQq1Wk5mZicvlwmKxsH37doxG44AFYn8HRM+cOSM84wE6OzsxGAzo9Xra29sJCQnB7/cT\nExNDXV0d4eHhhIeHc+HCBbKystBoNKxYsQKDwcC6detEd8fu1fxJkyah1WrZsGEDfr+fqKgo4WkP\nCFK73c67774r7CS5ubns2rVLrH1JSYnC8gHQ0tLC2rVr2bVrF3PnzhW54unp6ZhMJlatWgXcnrg3\nmYAhkUi+LEixLZEMQ76oLeRmmlwM5DMGg0GIwUB29QsvvKCwi6jVapKSkoR9AhDC/YEHHsDn83Hy\n5Eni4+Pp7OxErVZTXV1NVFQU//M//8Mf/vAHgBsSj/0Jv0CHxwAqlQqv14vZbObSpUtER0dTW1uL\nSqVCp9PR0tLChQsXyM3N5bnnnuPcuXPiQGRwcDCZmZmsWrWKJUuWiEOTVqsVtVpNbW0t0dHRnDp1\nCo/HQ1xcHNHR0WJcLpcLv98vumk+99xzogIfaOqjVqtFrF+g+t19Pt1/L06cOCEq8rdD7M6cOZP8\n/HzKysqEZ1sikUiGI1JsSySSXtxMk4uBfKa6uhq42txm/PjxeL1esrKyUKlU6PV68b7+hHtxcTGr\nVq1i7dq1FBcXYzQaWb58OS+++CKNjY385S9/ARCpGQUFBQOqzPd3sNNqtRIcHIxKpQKuPjHwer2M\nHDmS6upqLl26xKhRo9i2bRtLliwhMTGRyspKMjIyGDFiBMuXLxepILt37+b06dM4HA527NhBWloa\nI0eOJDQ0lNraWlFpdjqdwNXqemxsrPB9WywWzp8/z9q1a8W4AxX4srIy7HY7WVlZ7N69m/r6eqKj\no7ly5Qr5+flMnTp1wHO+VWg0Gr7+9a8TFRVFbW3tXdPuWiKRSG4UKbYlEkkvbuYR/0A+YzAYWLp0\nqeJQY319vUgkCdCXcE9KSqKkpASHw4Hf71cc+IuJiWHdunXY7XbOnDnD9OnTWbFihfBwX68y39+T\nAI/HQ3NzM0FBQWg0Gjo7O0UFOyYmhrCwMIqLi0lNTRW2kNWrVwPw3nvvKbznV65cEd0pAwI8IyOD\nsWPHMnfu3F6V5qioKD755BOys7NZt24dVVVVqNXqPtc4KioKl8tFaWlpr0jBBQsW9Dl/GfcmkUgk\ntwYptiUSSS9upuo5kM9YLBZFS/VAWsa7776L2Wzm97//PSaTCZPJ1EtUBqwSgUOSdrsdl8tFfHw8\nbW1tZGZmUl5ejtFoRKfTKTow3qwfuaSkhHHjxnHx4kUAwsLCaG1txeVyERUVRWNjI4CwdVy5cgW4\nKparq6uJjY3l7NmzYkNw7tw5cnNzKS4uRq/XY7fbefXVV0XqR/f1q6qqEpnZe/fuZdmyZcTGxrJ3\n715qamqIi4tDo9FQUFCAWq3GZrOJjpklJSXo9XrKy8tl+22JRCK5zUixLZFIenEzVc9rea0DTJw4\nkcuXL1NXV0dkZCRLly4lISEBo9HI+vXrmTVrFosWLRKi3GAwMHHiRJKSkjh06BB2ux2bzUZbWxs6\nnY729nYuXLjAmDFjFFXuoKCgPqP8bpS4uDji4uLweDwi6m/EiBG0tbWh1Wppbm5m3LhxnDp1Cq1W\ni9/vJysrSxyAfO6559i6datIG9m0aRM2m4233npLjG3EiBE8//zzogLfvZvjhg0bxCHK2NhY0tPT\nFYkrs2fPFkklGzduxGaz8dprr/Xr2b7T8Hq9/OlPf+LcuXNYrdYb7nwqkUgkdwNSbEskdzE+n4/C\nwkIqKiqIj49n2rRpt1WsXO+QZHFxMcHBwURGRuJwOEhISOC9997jmWee4fDhw3z1q1/F4/HgdDrJ\nzMxkxYoVxMfHA1dtKi6XS8Tn2Ww24V8+cOCA6JKo1Wr59a9/3WeU340SSCIJtHPX6XTo9XqMRiM7\nduwgPT2d5uZmJk6cSF1dHQkJCajVai5dukROTg4dHR1s2bIFq9XKe++9h81mA2D//v2cOnWK0NBQ\nGhoagN6t0JOSkti1axfnzp0jODiYhoYGbDYbTU1NJCQkcPr0aUVSye7du6msrCQvL4+GhgbMZjNN\nTU0UFBSQlJR0UwkzQ82JEyd6dT6VFXiJRDLckGJbIrmLuZ64vdUC63qHJEtLS2lra8NkMhETE0Nl\nZSXPPvss4eHhaLVa4WkOzMdgMHDkyBFCQ0NJTk4W0X+TJk1i3bp1ACKTuqcFo68ovxvF7/dTU1OD\n3+8XhyTb2tpoaGggLS2Nuro6NBoNNTU1WCwW3njjDR5//HEMBgMtLS0888wzvPzyy7S3tzNz5kzc\nbjeRkZFotVp8Ph9xcXGKeXRvhR54uhCI63M4HMTGxvLtb3+bQ4cOic8EkkoqKytFo5qQkBDCwsJ4\n6KGHxP0+ceLEDSfMDDU3cxBXIpFI7jak2JZI7mKuJ1ZuJsLvi3C9Q5KRkZGsWrWKhQsXAgjLh9vt\n5uDBg1RXV5OXl0dhYSF6vZ7c3FxSU1PFvB566CHgqpd606ZNVFRUkJiYyPTp09HpdGJufr9/UGwk\nHo8HvV6PSqUiJCQEgAsXLhAbG4vf76eyspLRo0fzi1/8Qtg75syZg9vtFvfGaDSiUqkUkXxZWVkY\nDAaamprIzMykpKSE0NDQXpne0LelJzExsVdb9oyMDNGo5pVXXhFWk8AadU/8uFOErczalkgkXwak\n2JZI7mKuJ1ZudeXweocka2treeWVV/D5fERGRhIWFsbly5eJiIggOTmZlJQU2tvbATh27Bipqank\n5uaSlZXFxx9/TFNTE/Hx8UyYMIEjR45gMBhYtWoVW7ZsEaJy5syZaDSaQbGR6HQ68ee2tjYxrubm\nZtFafvv27aSmpipazT/33HPEx8crDjfu27ePmpoazGYzWq2WmpoaRo0aRVlZGV6vV4j3EydOMGXK\nFIqLixVPJPx+v3hKMX78eIXFpL6+nvnz55OSksKKFSuAq/f72LFjZGdnC+Hd1+/K7bSXpKSk8NFH\nHyk82xKJRDLckGJbIrmLSUpKoqCggHPnzhEZGYlGo1G0KR9o5bC74IqKiqKpqYmYmJgbFl7XO1hp\nNpv50Y9+xPbt2+nq6qKkpISYmBi6urooLCwkJSWFo0ePUlJSIpq3pKamikq2zWZj0aJFbNmyhezs\nbHHd7qIyPz9feL4DbNu2jWnTpt2wsAzE/Wm1WqKjo7l8+TKzZs0SGd9er5dly5bhcDiYMWMG7e3t\nrF+/XhzQDAj+trY2QkJChBAGWL58OSNGjGDNmjXi/uzevZu5c+dy4MABfvSjH4nX8/Pz6ezs5Cc/\n+YniKcVTTz0lLCZf//rXCQoKUsQHBirlHo+Hurq6PjdCPZ9+5OXl8fDDD9/0BuVGCAoK4pvf/CbJ\nyckyZ1sikQxbpNiWSO5i1Go1KpWKFStW9GkVGWiEX0/BFRC1g207sVgsvPvuu9TV1RESEoJWqyUo\nKIjy8nJCQ0NJSUmhtLQUQJEXbbPZ8Hg8uN1uPB4PI0aM6OXthquisrS0lNjYWMXPA17oG7XVeL1e\n2tvbqa2tJSoqipaWFlQqFSNHjsRsNlNfX49Wq6Wzs5OjR49iMpkIDQ1l+/btrF69mvHjx1NRUSE6\nTXYfk9FoFIceAxX4xsZGMYfuTySOHDlCRESE4rWzZ88yZcoUxebm1KlT4nopKSmkp6cDV4X3qFGj\nhO+8Oz2ffhw7doygoCAeeeSRwbjlEm7v0wOJRHL7kWJbIrnLuZZVZKARfj2vERC1g207GTNmDC6X\nixEjRlBZWYnZbMblcpGTk8PWrVvp6uoiPj6e1atXCz/y9OnTWblypeIAZUCkajQaxowZIxrJaLVa\n4uLiCA0NVYhYi8Vy3bXqTkActbS0MGLECACcTqcQ7WPGjKGjo4PW1lbuueceIiIixAHG0NBQUbWO\niYnB4/Fw6tQpRo0axfr169FqtbS2tmK329FoNKKxT1tbGzt27BDxhT03EwH7SffIwM8++4xHH31U\nCLfz58+Liv6MGTPYvHkzTqeTxMREIiIieOKJJ3ptNHo+/TAYDJSVlUmxPYjc6rMTEonkzkKKbYnk\nLsbn8xEVFfWFDwP2vEZA1A72gbWjR49y/vx59u3bx5IlS/D5fACsX7+esrIy9Ho9ISEhZGZm4nK5\nsFqtNDQ08Mwzz5CcnExLSwt5eXmsWrUKh8PB+vXraWhoIDMzk6qqKnHgsr6+nvvuu09U9CdPngwM\n3FYTEEf5+fl0dHQAV1u163Q66urqiI6ORqVSodFo8Hg8wnPt9XopLi4G4JVXXmH9+vXExsYqul2+\n//77dHV1MX/+fAwGA+vWrWPTpk1cuHCBZcuW0dbWJrpRmkwmoqOjWbVqFUuWLFFsIBoaGqitrcVo\nNArh1n1+RUVFhIeH8/Wvfx2AgoKCPjcaSUlJ5OXlcezYMQwGA7m5uQqLjuSLI1NXJJIvN1JsSyR3\nMUVFRTgcji98GLCpqUk0i5kwYQItLS0in3kwKS0txW6388Ybb1BYWEhrayu5ublkZmZSU1ODRqMh\nMTGRiooK/H4/XV1dNDc3k5ycLCq4hw4dEm3QExMT0ev1NDY2olarcblcaDQaEhIS+qzoD9RWExBH\nLpcLk8lEdXU18fHxXL58GZPJhNfrxev1Ehsby+rVq0USSUZGBnC1o2RgXfV6veL+BAUF8dZbb7Fw\n4UKRG75t2zaKiorYvHkzfr+fp59+mnHjxnHffffxX//1X6SmptLS0sLEiRMpLCzE7/eTk5PD5s2b\nFcItML+KigoSEhIU8+tvo6FWq3n44YcJCgqirKyM7OxsZs6cOaj3vT++LE1tZOqKRPLlRoptieQu\npqysjOrqarZu3Speu5lM6ZiYGBYtWiTEQEFBAdOnTx/QZ2/EjxofH4/L5WLbtm0sWbJEiM09e/Yw\ne/Zs3G43VVVVxMXF4XK58Pl8BAUF0dLSIq5pMBhYunSp6JwYGhqK1+sFrh7ADAkJoampqc/vH6it\nJiCOsrKyWLlyJWFhYXR1ddHe3o7ZbOaNN95gzpw5REZGsnbtWurr6wkPD6ehoUF0jgQwmUzk5OSQ\nmpqKSqXinnvuoby8nMOHD3P48GGys7OpqKjgW9/6FkuWLBHjzsnJIT09naNHj1JfXy/869/5znd4\n5plnKCsrY/PmzeTn57N48WIx7kAeeHBwMC0tLRw6dEjck2ttNDQaDY888sgtt47cKU1thtpTPdBN\n3mBypzW8kki+zEixLZHcxVitVnFI74tUzb6IGLgRP6pWq+Wdd96hurqa4OBg7r33Xj7//HMWL15M\nUFAQr732Glu2bKG0tFSRS11QUCCuYTabRaU4NDSUxMRE3G431dXV1NbWsmfPHnbv3n3Da9DXepw9\ne1ZYbC5cuIDVakWv1/P4448D0N7eziuvvILFYiEtLQ2dTsfChQuJj49nxYoV6PV6Fi1ahN/vZ+LE\niZw9e5aEhARxv3Jycti0aRMOhwOA7du3iyp5YmIixcXFokW92+1m6tSptLW1MW7cOGpra1m8eLHi\nXp08eZInn3wSm82mOGAauCcD2WjcSu4Ue8VQe6oHuskbTKRPXCK5c5BiWyK5i9Fqtej1enbv3k1d\nXR3jx4+/qapZQAwkJSVRVFSkqIiq1eprVv5uVDBVV1ej0+lQqVQ4HA6RR/3KK6/gcrkwGAxMmDCB\nX/7yl9TV1TFq1CgRaej3+2lpaQFg1KhRtLa2curUKd555x3S0tJwu91s3LjxC1cOA+sB0NHRgdvt\nJigoCJVKRXNzMykpKRw7dozQ0FDWr1+PSqVi7NixrFixAofDgdVqZdOmTRQWFgofdKC6vWfPHux2\nO1VVVYwdO5bt27cza9Ys1q1bJ/K6A/eipaVF0aLebreTmpoqxFPPpw/nzp1THHAd6D25Xdwp9oo7\nRfQPJsNxThLJ3YoU2xLJXcz58+cV2c27du3C7/dz4sSJm3ok3lc1LCkpic8++4wFCxaI1/ft20dk\nZCRJSUk3JJh0Oh0Wi0U0rmlvb8fr9aJSqZg/fz4zZswQudWByL+f/exnYiwqlUokbmzatIk1a9aw\nbt06hSA9cOAAJ0+e7NUI5mbsAe3t7fh8Ppqbm4mNjeXSpUvEx8fj8XgUhx7tdjtqtZp169Zx6tQp\njEYj27ZtY+nSpZw6dYpNmzbx+uuv4/V6SUtL4/Lly/h8PrKzs5kzZw5ms1l0kjQajej1eg4dOsTE\niRPJz8/n4sWLxMXFsW3bNqB/8RRILOnZ9v5O9QjfKU1t7hTRP5gMxzlJJHcrUmxLJHcxff2DeqOP\nj7tXrTs7O3tVw1QqFUeOHFG8fvLkSXbu3MnBgwdJTk4esAWloaEBnU6Hy+Vi5MiRohFPQ0MDU6dO\npampSVgqAhXa7mOBq9aZ7vF4e/fuxWazERoaSmtrq2iAExDnX+RRusFgQKVS4fP5KC8vx2q1YrFY\nKC4uJjc3F6fTidVqJTs7m8cff5wZM2YoRHhwcDA7d+5k8+bN4lBnoPV7S0sL3/jGN4iNjeWdd95h\n+fLlxMfHExUVpdhwHDx4kGnTpnH06FGKiooARHZ44N5VVVVhMpnQ6XTYbDb8fj92u53GxkYmTJhw\nx3ZmvFOa2twOT/VQk5SUxAcffKDwbEskktuDFNsSyV1M939Q4+Li0Gg0FBYW3tDj4+7iPJAD3V28\nl5WVYTAYekUDdr/2QP2owcHBPPvss8LjbDAYqKysxG6343K5erUUN5lMACLSsLW1lQ8++IADBw7g\ndrvJy8vD4XBgsVjIycmhqKhINMDpLtoHuhY96ejoICwsTPy3VqvlypUrGAwGampqiI2NJTs7m6Ki\nIubMmUNHRwf79+8XreP/8z//U6xpoMFNTEwMa9asUVTvDx8+TG1tLXPnzqWgoEAxdofDwXe/+13c\nbrewC8HVpJPAvQs0IbJYLGzYsIEzZ85QUVFBbm4uu3btkgfjrsPt8FQPNWq1mvvvv58nnniC2tpa\n2aFTIrmNSLEtkdzFdP8H9fe//z2zZ8/GZrPd0OPj7t5Ou93O7t27cbvdTJw4UVT43nzzTdFkZtKk\nSWRkZPR77Wv5u8PDwzlw4AAOh4OEhAQ+/vhjHn74YV566SUsFgtGo1EcBjSbzcTFxZGVlYXH40Gj\n0dDU1MTs2bPFmO12O/PmzUOlUgmby89//nPF2L7Io/Tg4GCRsw1XxW9rayter5eEhATa29t5+umn\nefrpp9mzZw+bN29mwYIFAIwePZotW7Zw8uRJJk2aRHp6uvBzB6IOA3Po3uWyr6cVarUao9HIM888\nozg0GliHgEfb6XRy+vRpRTqN9OpKJBLJ7UWKbYlkGNDZ2cnZs2fxeDzCVqHX65kyZcp1H4l3F3cu\nl0t0dgwcvktKSmLXrl04HA7uu+8+NBoN6enp/T5uv5aNxel0EhISgtVqpbKykpkzZxISEoJer0en\n0/H222/z2GOPERkZSXR0NFVVVeTk5OB0Otm1axeJiYlcvnyZ8ePH09LSwoIFCxg1ahRarZZvfOMb\nFBUVsXz5csxmMxqNhnvvvbdPe8BAo97cbjd6vV5E6mk0GtRqtcgED3SJdDqdwjPefS1ramowGAxU\nVFSQlZVFTU0No0aNYvXq1cK/vWTJEjo7O0XsX3+Whv5e7+nRNplM0qsrkUgkdxBSbEskw4C//vWv\nuN1utFotTqeTjRs3DjgrOykpifz8fI4cOSKSM7pH56nVapKSklCpVEKcfve73+3XmnCtFISwsDBW\nrVrFwoULgau50O3t7bz55pukpaXxl7/8hT/84Q/i0GF6erpCNCYlJfH3v/+d5uZmqqurAXj99dfZ\ntWsXp06doqGhgZUrV/YZededgfratVotXV1dqFQq0SGypaUFi8WCy+XC4XAwYcIEdDqdWI/s7Gza\n2toYPXo0arWaU6dOMWHCBLRaLStXrhRWj0BlOycnB5fLJeIN+7M09PV6QIBXV1eTn59PbW0t48eP\n54MPPqC0tHTY+I8lEonkbkaKbYlkGHDx4kVFHnNycrJCZF2rkqtWq3nggQcARAfBqVOnKq5/I4cu\nr5WC4HK5WLhwIVqtlvDwcDQaDa+//jpOp5Pc3Fzsdjs1NTV0dnaSk5PDvn37qK+vF5VquNp1cO3a\ntSImLysrC61Wy+zZs3n55ZcH5NHuuSE4d+6comIcWBuVSkVraysNDQ3Ex8dTWVlJXFwcPp9PNKm5\ncOECXV1dtLS00NXVhdPpZOrUqeh0OioqKpg4caIQ7d2tHv/+7/9OWloa8+bN63W/Bkr3iMLu6PV6\nkpOTb/h6EolEIhl8pNiWSIYBY8eOVcTfFRQUKCrP1xPLxcXFimi/nj+/kczeayU7WCwWnn32WR57\n7DGeffZZ6uvr2bJlC59//rmIzsvMzBRZ0oFqcPdxWSwWkexhMpmIjIzk/PnzeDyeXpF3AR90T3pu\nCNxuN2vWrOk197KyMhISEggLC6OyspL4+HjcbjdqtZrg4GC8Xi/BwcFERUURFhaGy+Vi0qRJrFmz\nRthEqqur6ezsJDQ0VGH16BlX+Omnn1JbW3vDEYV9baT6e/1mDkoOdXdFiUQiGe5IsS2RDAMeeugh\n8vPzhSDqWZm+nlju7+cBodWfD7g/IdZfsoPJZCIvL4/y8nKCgoIICgpCr9czYcIEysrK2LJlCyqV\niqysLACqqqp6jWvWrFlcuXJFfOe9997LlStXFDGAOp1O4YPuSfcNgclkYtWqVX2ujcVi4R//+AdJ\nSdM8IZgAACAASURBVEn4fD78fj8lJSVs374dm83G1q1bFc1rPvzwQ5YuXYrNZqOurg6r1crq1avF\nwUi73U5DQwN+v5/169dz+fJlJk2aRFdX1zU3O9eir43Uww8/PGgdBG9VJ0Ip6iUSyXBFim2JZBjw\nySefXFOsXa/BRX8/Dwgti8WCzWbDaDQqUkpuVIg1NTXR0tJCfHy8SCRRqVQ0NjZisVgAFIkbgaSO\nwH9bLBYOHz7ca65NTU1CZPflg+5J9w3Bxx9/jMvlAuhVDTeZTCQnJ+NwOBg3bhxdXV3ExsZit9sp\nLy9n0aJFhIWFMWHCBOrq6li8eDGvv/66iPXLysoSdpdAikt6ejqhoaEUFxdjNBrJyMjgxRdf7GVr\nSU5O7iU2+xKkfVliKioqaG9vH5QOgreqE6FsLy6RSIYrUmxLJMOA4uJihSAqKSnp8yBdf007+vq5\nz+ejpKRE+IwzMzPZtWuX4tDlzQgxp9NJUFAQY8eOxeFwMGrUKA4cOMDs2bMJDQ3lwIEDHD9+HIPB\nwJ49e0RudWdnJw6HQxws7P6dVqtV5EynpaXx6quvKjYF/eHz+aivrxded6PRqKiG63Q6tFot0dHR\norV8ZGQkHo8Hg8HAyJEjUalUov18WFiYiPULDg5mzJgxXLhwAZVKRUZGBi6Xi7CwMLq6uhTNbwIN\nerrbWgoLC3ut5cmTJ3nyyScVgrQvS8wrr7zSKzPdZDJx4sSJG64Y36pOhLK9+ODT0dHBb3/7W3FY\ndubMmeLsg0QiuXXctv/XffDBB5SUlBAWFsaLL74IwP/+7/9y9OhR0UTi8ccf55577gHgb3/7G8eP\nH0etVvPtb3+b8ePHA1BZWUlBQQFer5d77rmHJ554Arh6iOrgwYNUVVURGhrKU089RXh4+G2YqUQy\ntHi9XiIiIhSCKDIyEuhdCe0vRSQQbdedoqIikXDSn9CKiooakEe6O+PGjRNJImPGjMHpdLJ48WKa\nm5vZvHkzL7/8MtOnT6esrIyFCxeybds2vvGNb7B161aWL1/ey5cdERFBe3s7drudM2fOAPD2228P\nqJlLUVERtbW1bNy4UZFfHaCxsZGuri7q6uqIjo5GrVZTWVlJQkIC4eHhBAUFcf78ebZv347L5WLz\n5s20trbidruZNm0aer1erO+8efMwmUyEhYWRnZ0tDoMmJiZSVVWF3W6npKSECRMmiAp4T7F57ty5\nXpuqp59+WmyUDAYD6enpwNXM9F/+8pdcvnwZt9vNqlWrcLlcN1wxvlXdFW+VqP8y8dlnnzF//nyx\npvn5+TzyyCO3e1gSyZeO2ya2p0+fzgMPPMDBgwcVrz/00EM8/PDDitdqa2spLi5m8eLFNDU1kZeX\nx9KlS1GpVHz44YfMmTOH0aNH8/7773P+/HnGjx/P8ePH0ev1LF26lFOnTvHHP/6Rp59++lZOUSK5\nJZw4cQK1Wi2qsyaTiZCQEGDgj+b7ep/D4bhmwgkg7BuBqnB9fT0FBQW9PLcB0Q9Xq8UWi0XkeVut\nVnJzc/noo4/QarW0t7fT0dHB2rVrxXjmzp0LXLV17Nu3T9Fgp6qqiqqqKvx+f69mLklJSdf0AZeV\nlV1zjiqVCvX/Y+/8o5q+7/3/yE8SSAJCEn6GoCCtiqDWH7O9/fas8253013ttu7Odrt3o5ttnVbr\noFUKIipqxZ+9aIu2+KOX7u6sZ9aup+fsnK27+9lNNwdS/IEiBAiQ8JsAkSSQ7x+evJfwQ21X2+I+\nj396gPDJO2/S+Hy/Ps/X8yWXEx8fT1NTE8nJyaSmptLQ0EB0dLRo5nzssceYM2eOGFyjUql49dVX\n+eCDD9i/fz+rVq0CID4+HoClS5dy4cIFDAYDXV1dJCUlYbfbCQ8PFxVwk8k0Zi+NRuOYw02wJea9\n994TlpjAfwE2b94csi8fRmx/UtMV78aR6Z829fX1IYezhoYGSWxLSHwKfGpi22q10tPTc1uPvXTp\nEhkZGSgUCqZMmUJMTAx2u53IyEiGhoZITEwEICsri0uXLpGWlsalS5f4/Oc/D8DMmTN5991379hr\nkZD4NKmvr2dwcDDke4G7OLd7a368x6WkpNw04QRuiMenn35aiL+CgoJxUz0CYn7Hjh2kpKSgUCjQ\n6/Wo1Wrsdjvf/va3WbJkCdHR0XR0dFBaWio82DKZjNTUVHJzc9FqtezcuVPYTALpJS6XC5lMNqbi\n/etf/5rvf//7N/Wyj/caA4cDjUaD2+0Wvz88PIzX6yUhIQGlUsnatWvp6elh3rx59PX1UVxczMWL\nFwkLC6O9vZ2YmJiQ6xcUFBAWFoZarSYuLo7Y2FjMZjMzZ84EoKqqiry8PKKjo8nNzRXCPbDugHc+\ncKgK+NwDjP650+nE7XZPiorx3Tgy/dNm6tSpk+JvLyFxt/OZM2+dOXOGqqoqEhIS+NKXvoRGo8Hl\ncpGUlCQeE/BVyuVyDAaD+L7BYBB+y8A/NnDjQ1yj0TA4OEh4ePgn+4IkJO4wMTEx7N69m+zsbJH9\nHBBvt3Nrfnh4eFw7SGtrqxiUMlGkXFpa2m2legTE/IEDB8jNzcVisQDQ2NiI1WpFp9OhUqlYv349\nq1at4rHHHiM6OprGxkbkcjlqtRqdTofD4SA8PJy5c+fS2NhIYWEhpaWldHZ2UlxczOHDh+nr6yMp\nKYnnnnuORx99dIztIrjxcKJqauBw8Oabb+Lz+VCr1UI4K5VKKioqWLt2LX6/n2nTprF//34effRR\n5HI5UVFRmM1m8vLyePHFFzl69Citra0YjUZ6e3txOBxs3rx53LsMc+fORSaT8X//93/YbLYxezlz\n5syQw1Dg7xz4m7S2tjJjxgwaGhpwu90cOHAAgNdeew2Xy/WxVYyl5JDJwf33388bb7wR4tmWkJD4\n5PlMie0FCxbw0EMPIZPJ+NWvfsUvfvELli9f/rFc2+/3h3zd19dHf39/yPd0Ot2kaR5RKBSoVKpP\nexm3RWBPJ8vewuTa3/b2dpE7rdfr6ejoICwsDIB58+Zx+vRpIYrmzp2LQqEI+f2qqipyc3OFNeO+\n++4LqaqWl5eLUeUKhYKqqqoQy8np06d59NFH+ctf/hKS6hGoqsHfK2x2u53c3Fx27tyJUqlEqVQy\nNDSESqXi2LFjYvrljh07aGpqIiwsjJSUFK5fv47FYqG1tZWoqCj27NmDw+Fg27ZtfPGLXyQ9PZ26\nujruueceli1bxuuvv47NZhvj7+7v76e6upr58+eL179w4UIx1CeAzWYTjaFTpkwRh4Lk5GSqqqp4\n9tlnsdvt/PSnP+WZZ57h6aefprOzk76+Pg4cOMC2bdtwOp3s27ePDRs2EB8fT0dHByaTie7ubgoK\nCkSO+GgC3uvgdQfv5bx585DL5TQ0NCCTycjMzOTPf/5ziDf3jTfeCPnaaDTyb//2bx/be26890Dw\nnt4u0mfDnUWpVPKNb3yD7u5ufD7fp72c22Ky7W/wfycDk2V/J9Oe3g6fqVcTaIwEuO+++3jjjTcA\nxiQE9PX1YTAYJvx+8O8YDAZGRkYYGhoKqWr/9a9/5Te/+U3I8z/00EPCeiLx8TNlypRPewl3JXFx\ncWzYsCFEaAU3KgaahieiqakJm81GYWEhALt37w6pqlZVVXHw4EHeffddlixZQlNTU0i1uKmpiS9/\n+cssWbKEd955h4sXL2I0GtFoNERFRaFSqViyZAnvvvsuVVVVJCUloVAoqKurw2q1Eh4eTnNzMytX\nriQzM5PMzExqa2uRyWSUlpby2GOPsXDhQp588km8Xi/l5eVUV1fj9XopKiqiuLiYyspK9Ho9169f\nJzo6GovFEpK7HR4ezuDgIGVlZcTGxt5yT6ZPn45KpUKj0RAZGUlaWhr9/f20tLSQkZFBeXk5//qv\n/8rq1atpamoiISEBgI0bN+L1ennllVc4efIkNpsNhULBSy+9xJkzZ0Sc4fr163nllVeQy+Vcu3aN\nadOm8dBDD6FSqZg+fTovvviiOPwsXLiQJUuWiH8gf/nLX7J8+fKQv/eZM2dC/iYDAwO8++67Y679\ncTHRe+DD4PF4+O1vf3vH1ijxd6TP3juLtL8St+JTFdujq82ByhzAxYsXhR/xnnvu4Wc/+xmf+9zn\ncLlcdHV1kZiYiEwmIywsjObmZhITE6mqqhK3ye655x4qKytJSkqipqaGqVOnhjzXfffdxz333BPy\nPZ1ON2kqAGFhYQwNDX3ay7gtlEolU6ZMmTR7C5Nrfx988EFxq3jq1Kncf//9tLe339bvjpdkkpyc\nHPK1Xq8X+c2zZs0a83iLxSKez+fzkZubG5LssWDBAuBGT0Vvby/19fVMmTIFhUKBz+djcHAQt9vN\n4OAgu3bt4sSJExQXF4tr6HQ6ent7qaiooLGxEbfbzZEjR2hpaREWjoCQPX36NL/61a/o7u6mrKwM\np9OJxWLh4MGD4jHB652IjIwMTp8+TVtbG4ODg/T399PR0YHFYmFkZIQvfvGLJCYmEhYWRltbG+Hh\n4Wi1Wo4ePUp3dzfp6elkZWWhVCopKSnhqaee4mtf+xpms5nS0lIxrv4rX/nKmOpwRkYGL7/8Mg0N\nDcyfPx+lUsmrr74q7kyMTiSpr68fUwmPi4sjKytLjGy/3f6Y2yVwmBnvPXC7/OUvfwk5NHzU6vgn\nzWT6bJA+e+8s0v7eOQJ7e7fwqYntN998U/gK9+3bx+c//3nq6+tpa2tDJpMRFRXFV7/6VeBG08+s\nWbM4dOgQCoWCpUuXipiypUuXhkT/BaIC582bx89+9jNeeukltFot3/jGN0Ke32AwhPi9A7S3t4t/\nyD7LKJXKSbHOYHw+36RZ82TaX5VKxTe+8Y2Q9+7trr2yspKcnJyQdI99+/ZRUVGB3W7H5XKJwTJW\nq5W//e1vIY9fsGABs2fPFs8XyOUOrOHy5cshudyBgTbNzc2YTCY0Gg29vb2i6qxSqXA6nSLGT6fT\nUV5eTklJCY8//jhms5lt27bhcDjw+XyUlJSwfPlyli9fLirmV69eRavV8uSTT2I2m1m/fj2rV6/m\nkUceIS0tLWS9NyMrKwuPx4Pb7aatrU0cQhQKBdHR0TQ3NxMTE0NaWhrNzc3ExsYSGxsr/O59fX1s\n3LiR7OxsLl68yKJFixgZGeELX/gCy5cv5/Lly2NEs9/vp6GhAZPJhFqtZmBgYMwAH6vVOsaHH2wD\nWrBgAffddx8ej+eOeatnz54d4nW/3T0NZnRSRn19vTgcfJaZTJ8NAaTP3juLtL8St+JTE9ujxS9w\n0y70Bx98kAcffHDM9xMSEkROdzBKpZJvfvOb/9giJSTuchoaGkIsJDk5OZw5cwa73Y5erycxMZG8\nvDwh1N5+++2Qx4/Osh4vmi4YlUpFZ2cn0dHR2O12EYU3ffp01q1bF9LUt2XLFi5fvkxBQYE4SNjt\ndi5cuMCsWbNYtWoVXq+X6upqCgoKaGho4Pvf/z4VFRXs2bOHsrIyWltbSUpKYmBggNTUVBYuXPih\nxKbP50Or1WKxWIRve8qUKYSFhTE8PIxGo6G+vp6YmBiam5tpaWlh48aNQvgG71Vubi7x8fGUlJQA\nUFRUNCY9JdgHnZ+fP0aQB8bVV1RUCAG9YMECDh06hM1mY/78+WRmZgpf/uhIx9ENrx9VeH8cySFS\nrraEhMQ/C58pz7aEhMSdYaIK52jBE2goDEwhVKlUvPbaa+I6txJIt4qmU6vVxMbGMjg4iEajQaFQ\nYDAYcLvdzJo1K0QYtrS0cPDgQfLz80OquQaDAZVKxbZt2/D7/ZhMJiIjI1m/fj1er5e+vj7WrFnD\n+fPn0ev15OTksHLlSg4ePPihB7pERETQ39+Px+MRfuLa2lpMJhMWiwW73Y7JZEKpVFJaWkpBQQFe\nr1dY4oL3SqfTERMTI75XXl5OWVkZFy5cYPbs2WPuCox3jZSUFGpqasZUu8cTvsETQAPXPHv2LCUl\nJTfNXP+kyMzM5PTp0zQ1NWGxWJg9e/anthYJCQmJO4kktiUk7hJ8Ph+VlZXjWgYmGm4THH1nMpno\n6+ujvLw8JMLv/PnzQqhmZWWJx1utVpRKZcjglYmi6QJ4PB70ej0ejwev14tarcbtdqNUKpkxYwYV\nFRXYbDaSkpKora0lPz+f8vJy9uzZI0T8tGnTGBgYIDExEbvdLiYy2u12VCqVqJYHj0MP+M4/7ECX\n6upqpk2bRmNjIy6Xi4GBATIzM7l06ZLI/dfpdHzwwQdkZ2fT3d0tnq+8vDzEnlNUVMT27dtFfrjX\n6xUDbMrLywHGHHzKy8s5efIkbW1tGI1GlEolV69enTA7PXCocjgcaLXaMRNAdTrduL/3aSCXy5k/\nfz5f/vKXJ419T0JCQuKjIIltCYm7hMrKygmnRU403GY8O0BlZWVIhN9ooRoQ6X/6058mrLBOJOLU\najUulwuPxyO8gxERETQ3N/OXv/xFXG/hwoU8++yzNDU1UVJSgkajESPVrVYrxcXFVFVVodPp2L9/\nPzk5ObS3twu/tMVi4dSpU1y5ciXEd34zq0Jw9d9qteL1eklKSmLKlClMnz5d2EhcLhfJycnYbDZa\nWlrQaDSiodNqtXLy5EmcTifFxcVcunSJGTNm0NTURGFhIW1tbWzfvh2z2cyqVavIyckhPT0dhUJB\nfn4++fn5uN1uZs+ezZUrV8jOzqanp4fnnnsuxAoy0d2FwKEqIPLfeOMNcUiZN28emzZtEn9XybYh\nISEh8ckgiW0JiUnM8PAwVVVVNDU1MTg4OGHFc/TQmujoaEZGRsb17Aaq3TcTqtXV1Zw9e/a2plMG\nE8hO9Xg8ACJez2w2hzTMnTlzhq6uLh5//HEqKytZvXq1EJCzZs1i3759LF++HJfLxerVq1m8eDHn\nz58fc9h45JFHOHPmDOvWrSMlJYWMjIwJ1za6+p+fn8/p06cpLCwMSU5KSEigqakJgKSkJF566aUx\n4+OjoqJ44YUXRHPknDlzeO6551AqlcI6kpKSwsMPP4zf7+evf/0r2dnZhIeHY7FYQsa+l5eXh+xz\nX1/fhGPNA3sYsKAET6985513hLdbGocuISEh8ckhiW0JiUlMsEDcunVriKC2Wq3icX19faLCqdfr\nqa2tRa/XjyuOA9XurKwsMT58tDhraGgYEzd3O5VSr9dLdHQ0Xq9XRGUplUreeecdli5dGnK9KVOm\n8N5779HZ2RnSaPjGG29QXV3NuXPnUKlUnDhxgrfffltYUwLPY7PZkMlk41bfRzOev9nlcnHu3DmG\nhoaQy+UolUoGBgY4d+4cpaWlFBYWUlRUNO74+NLSUoqLi7HZbMyaNYvu7m6effZZBgcHhXWkoqIC\nuVxOZWUlf/zjHykpKWHevHls2LCBoqIiOjs7ueeee8Twm8BriI+PZ86cOeO+joAnfLSNZcGCBcyc\nOVP8bSUkJCQkPjkksS0hMYkJtoeUlZVx+PBhLl++jMFgCJnAFRcXx9NPPx1StR3t9T1//jxXrlzB\naDRiNpu55557RMTmaFJSUti9e3eImAsW4xM1ZKrVarq6uhgZGRHXrqmpEaJy9IGguLiY48ePh4jN\niIgIkTQSHx9Pd3c3P/zhD8ccNlJSUsbYZ65cuRJS2Q32tI/2NweiQdvb20lISCAtLY2BgQE6OjrY\nuXMng4ODFBYW8j//8z984xvfoLW1lV27drF//37OnTvHCy+8QGFhIe3t7bjdbn7/+9/zrW99i7Vr\n12K1WkX+ePDB5dy5c3zve9/j1KlTmEwmGhoaSEtLm7CSPRqn00l+fj5+v18897Rp04iMjPxI7y8J\nCQkJiX8cSWxLSExigtNBnE4nLS0t7NmzB7gRyxdIeAhMLgzOrj58+LC4TnV1NY888kiIGO/t7Z2w\nKpyZmTkmbi7YkjJRQyb8feKg1WpFLpczNDQkqvABX3ZgDV6vF4fDESLCHQ4Hra2tuFwuzGYzO3bs\nAP5+2KitrQ0R/8EC2uVysXnz5nE97WVlZaJ5MSwsDLPZTHFxMXFxcXi9Xtrb28VEzEDs3wsvvMD2\n7dtpa2tjeHiYkpISNmzYIPzkgQmXdXV1PPzwwzQ3N4thOxUVFXg8HnQ63ZiDi0qlYtmyZSH7t2LF\nilu+H8xmMzk5OeL3jh8/zuOPPy683osXL75l3N+dyuaWkJCQ+GdFEtsSEpOY4Pi06OhocnJygLEN\ncFevXmXHjh2sWrUKl8vF9u3bx9hCRlsoJmqqhFvnLE/0uwMDAwCkpqYyMDBAZ2cnFouFsLAwIbAD\nSR0Br3hUVBTPP/+8EJBlZWVClG/dulU0cwYOGyUlJezbtw+5XB6StqLT6cjLyxNrunz5MllZWSIC\nMeBvtlqtFBYWUllZKar7MpmMiIgI2traxDCe+vp6nnjiCRwOBzKZjKSkJB5//HF6e3uZOXMmLS0t\n7Nixg71791JdXc3hw4f5wQ9+IPaorq6OzZs3i2ZJtVrNggULWLx4MW+//faH9sMDfO5znxNj4q1W\nK8eOHRPXOHv2LOHh4be8zs0OShISEhISHx5JbEtITGKC49Pa2tombIALFpOBMerB1crRDZQGg2HM\nSO7RA2pgbIKHSqXi6tWrY64XEP5qtRoAm81GXFwcGo0GlUpFSUkJOTk5pKam0tnZidlsZsOGDURG\nRjI4OCgytT0eD6WlpRw/fpzKykq0Wq34WWxsLAUFBSFrDT4UvPfeeyEpK5GRkVRVVY0bgZibm4vN\nZmPr1q1s376d7Oxs4MYhobe3l5GREfx+P8nJyajVaux2O0VFRRw+fJju7m6ampqYOnUqcrmclStX\nsmLFCnp6ekL2xGg0ikE9hYWF5OTkoFQqiYiIGHdK5O0QyC2PjIxEoVDw61//WrxenU53W6L9Zoes\njxufz8cvf/lLrly5gtVqlaroEhISdyWS2JaQuEtQKBQTVpuDxeR4vt++vj62bt0K3JgCaTAY8Hg8\nIfaNzs7OkExtuVw+boJHoDo8elohgFarxev1cs8994gGyYaGBp599llGRkZ4/vnnWb9+PZ2dnSQl\nJeF2u7l+/TqJiYnCZx4YLhMdHY3P58NoNBIVFUVDQwMrV64Uw3RG2yF0Ol3IwJ3u7m6GhobGRCCO\njIyIQ0tcXBwlJSU0NjZiNBrRaDSYTCZaWloYGRlBqVQyMjKCx+MRqSXNzc0AYnDPT3/6U9auXUtd\nXR1lZWXU1taSkZFBW1vbmANOTEwMK1as4Oc//3nIlMibpagEc/78eWEHCsQQnjt3blzr0ER8kpMd\nKysrWb58uVRFl5CQuKuRxLaExD8Bt7J9GAyGkAbKiooKoqOjyc7OFt8rKCgY43cez34CNyrX7e3t\nY3zGWq0Wv99PX1+fyK2eMWMGHo+HCxcu4HQ6OXDggBjFbjQa8fv91NXViYa/xMRE/H4/mzdvFmvb\nuXMnVquV8PBw4f/+zW9+E7L+gwcPYrFYuHjxIn6/n9LS0nHFZ/Bevf/++/h8PhISEsR6T58+TVxc\nHJs3bxaWk+7ubnw+HwaDgaGhIdxuN7GxsXR0dLB06VIcDofI4g6sNy4ujldffRWn08mUKVNQq9Vc\nu3YNr9fLxYsXx2Rr347fOni8u81mo6uri4ceegibzcbhw4dvK+7vVgezj5NPsoouISEh8WkhiW0J\nCYkx0YB9fX0sXLhQVFdjY2ND/M4BUTS6ChpI8JioIupyuXC73SJJBGBkZAS3243BYODw4cP09vYS\nFxfHQw89xHvvvUdeXl6IX7utrQ2NRsPx48dpaWnBbDaj1WpZuHAhNTU1dHV1kZ2dzbp160KEnF6v\nJz8/n+zsbPr7+ykpKbmlkOzs7MRgMGCz2UhOTqa3t5fFixcjk8nIzc1lzpw5IZnYP/7xj4Eb9gin\n00lSUhJtbW3MmjWLEydO0NraSmRkJN3d3bzwwgs88cQT4gBTUFCATCYLsZgE1n67fmuj0ThmYuTN\nDlnjcauD2cfJJ1lFl5CQkPi0kMS2hMRdisfj4ezZs8KKsGjRopA4wGBGRwOeOnWKmpoakUYS3IgY\n7IkOroIGxrcfOnRowoqowWAQw3eUSiXh4eHI5XLkcjnXr1/HbDZz9OhR1q9fT01NDWq1WkxVTE9P\nZ2RkhLi4OK5fv05jYyMJCQls3ryZQ4cOcebMGR5//HEhsvV6fYiQM5vNN01QGQ+DwUBXVxdxcXHY\n7XbRHHnhwgWysrLYu3cvW7Zs4cKFC8ybN4+enh7gRna42Wymq6uLBx98kFmzZnHmzBn6+/vp7+/H\n5XLx1FNPkZqayp49e4iKikKj0XD16lVeffXVMZ732/VbGwyGEKtM4PDzWWXu3Lm8++67IZ5tCQkJ\nibsNSWxLSNylnD17NiS6r6KigoiIiHEj3ZRKZYhIUyqVXLx4cdwM70DlG8avggbiBidCqVSSnJyM\nx+Ph6tWrmM1mFAoFqampXL58maeeeopNmzaRnZ1NamoqgPB3HzlyhKVLl4qR5levXmXnzp2i+hss\nso8cOUJ+fj46nQ6z2QxAVlbWh6rY6vV6McxGLpeLRBKZTEZrayvV1dX4/X5KSkooLi4mMTExJL7w\n1Vdfpauri9/97necP38enU4X8vO33nqLGTNmhPjeCwoKMBgMVFRUcPbs2Q/lt543bx5er1f8jefN\nm3fbr/XTQKFQsGTJErKyssR7TUJCQuJuQxLbEhJ3KaP9sPX19SK7enQz2sWLF8WERoC9e/cyMDAQ\nkuHd2trKnj17hEj8KAwODjI8PExLSwtGoxGr1UpERAQOhwO73Y5CoaCgoAC73Y7L5eLq1ati+I1W\nq+WRRx5BoVCQlpaGw+HAYrHQ1dXFwMCAGAwTENkREREkJiayceNGYfN47bXXiImJITMzE7/ff8s8\nabfbzfDwMAB+vx+fz4dMJmP69Ok4nU6OHj3KSy+9JCY7yuXykEOLQqHge9/7Hlu3bhWiOZCnPW/e\nPDHa/ejRo3zwwQfo9XrKyspYt24dK1euJDw8/EP5rZVKJQ888ABLlizB7XZ/pL+RhISEhMTHB1HZ\ngwAAIABJREFUiyS2JSTuUkb7YS0Wy4TNaKO9vtHR0ezbt08Ix8zMTPR6/U0tIsFMNBhFq9XS29uL\nz+cjLCwMpVLJ2bNnKSsr48knn2Tbtm1j/N8BT/PJkydFLvW2bdvEYJvy8nJ27NhBXl6eELIWi4WC\nggIee+wxbDabeM3nz5/n4MGDnDp1CplMdlt50iMjI6jVaoxGIy0tLSQmJnL16lX0ej1hYWF8/etf\nZ82aNbzyyit885vfFE2YaWlpYgS80WgUEYL9/f1kZWWxceNGsrOzefrppzl+/DgHDx4M+VsBH8k7\nPTw8zJ///GeuXbsmDaWRkJCQ+AwgiW0JibuURYsWhcTHRUdHT9iMZjabQyqyKpUqJJc7Pz+f7du3\nc+rUKebMmXPL555oMEpnZycqlYrk5GSGhobo6upi+vTprFu3jmnTpvHaa6/hcDgwmUzodDrq6+vZ\nu3cv9957L11dXWLojV6vJyYmho6ODp544gkiIiIoKSnh7NmzpKeni+p4oNodWIderxcHDeC2kjBc\nLhculwuj0UhKSorwl0+bNo3u7m6mTp1KU1MTq1evJiIigpqaGtLT02lpaUEul6NSqejp6SE7O1vs\nb2trKzabDZfLJbK2A5MlzWYz+/fvR6/Xf6QmxVsNpZEmREpISEh8skhiW0LiLiVgKXjggQeAGxXa\niSLdZs6cicPh4Pz58yQlJfHSSy+JKvGMGTMoKCjA6/Vy4cIFZDLZuAItWMR5PJ4JhWxvby9KpZL2\n9nYsFgu//e1vmT9/Pg6HA61Wi8fjQaVS0dHRweDgINHR0cyZM4fKykqys7OFGE1MTARuNHfKZDIa\nGhooKSmhqKhINHOWl5dTVlaGw+EImUppMpmIiIi4ZRKGWq1Gp9PR3d0txrQHpl3W1taSnp7O+fPn\n0Wq1FBYWUlhYSHFxMfn5+Rw5coTdu3dz5MgRent7SU5OxuFw4PF4OHDggBD/KpUKt9vNk08+SVlZ\nmRig81Fj8G4VpydNiJSQkJD4ZJHEtoTEPwk3i3Tz+/1oNBoOHjwYMj58xowZFBUVYbfbhShcsWLF\nuAItWMRt3bp1wgmScrkchUJBYmIiDQ0NPPjggzgcDhITE6mrq0Mul4sBME6nk5MnT/LBBx+QkZFB\nRUUFdXV1XL9+nZGREeDGIaKyshJg3MbIjRs3ArBq1SpWr16Nz+ejr6+PxYsX3zJPur29naioKGJj\nY2ltbRUpIenp6dhsNsLDw5k9ezY2m40dO3bgdrspKCgQax8aGqKgoIBt27Zx4cIFzGYzarWadevW\nkZiYSEdHBydPnsTpdAorSeB1fNQYvFvF6UnZ1hISEhKfLJLYlpCQ4Pz58+Tm5gqbhtfrpbS0FKVS\nSWFhIa2trfh8Po4cOTKhQAsWcWVlZbz22mu4XK4QIatQKNBoNGJAzOzZs6mtrcVsNuNwOIAb8XVT\npkzhmWeeITY2lv3797N06VK8Xi8LFy7E7XbjcDiYMmUKCoWCoqIisrOzhchWKpUMDw8zMjJCWFgY\nTqcTr9fL9u3bhR2moqKCt99+m5SUFP793/99QhuFUqnkvffe48EHH8Tv9wM3KvgKhUK8ZoPBQF9f\nH3V1dcyePRu5XM7q1auZNm0a+/fvF6Pcd+3axblz54iOjiYhIYHKykp0Oh379u0jOzub3bt3s2rV\nKr72ta+RmJgoplN+WItHZmYmb7/9dohnOxgp21pCQkLik0XmD/wLIgHcqGRNhggqrVY7adIGArft\nJ8vewuTe39vJ1x7t2718+TIbNmwAIDExkS1btuB0OoXAXrVq1ZjIujlz5oRcx2QyhUQNBh4TzPvv\nvy8sHzExMeh0OqKjo+nu7qatrY3Ozk7Cw8OJjIzkBz/4gfi9nJwcpk6dSkpKCn19faK5MJDqEZw4\nEhgZn5OTQ2pqKpGRkZw/f5709HSamppIT08PefzNbBR//OMfcTqduN1ujEYjOp2OgYEBwsPDGR4e\nxul0YjKZsNlsWCwWDh48yJkzZ1CpVLz88stoNBqam5uxWCz8/Oc/Z8aMGajVapRKJbGxsbS1tWGx\nWELWc+zYMb797W//Q37rm71/R0ZGqKqqCqnof1qebemz4c4i7e+dRdrfO0fwPIe7AamyLSFxlzFe\nvnbAtx1gtG/31VdfDYn5a2lpARACu7y8nBMnTuBwOJg+fbqolgZfx2q1UlFRQXt7+4S2jOjoaDwe\nD/Hx8bS3txMWFsbf/vY3EhISCA8PR6fT4XQ66enpGTOZ0mQyiUryzp07aWxsJD09HblcTnFxMa2t\nrbjdbuHLNhgMtLe309/fj1ar5cKFCxgMBrq7u0MaJG9mo1Cr1URHRwshrFKpkMvlDA4O4nK5iIqK\nYmhoCLhxUP/a177Gf/zHfzBlyhQaGxuRyWTCh37ffffhdrspLS3F6XRSVlbGc889x6FDh8Tdg/j4\neDEYx+v1cuXKFbKysoQY/jj81p/khEgJCQkJCUlsS0jcdYz25DY0NPDAAw/ctIExUBEOWEjKyspQ\nKpWUlZVx8eJF5syZQ25uLk6nk1OnTgnxF/xcNpuN9vZ2VqxYMeHaXC4Xvb29OJ1OETc4bdo0Ll26\nhMViobW1lby8PBHvp1AoMBqNKBQK+vr6sFqt/PCHP2Tt2rUoFAqGhoaIiIjgpZde4rnnnuPq1aus\nWbMGk8lEZGQk69evZ+XKlezZs0es4fXXX79tG0WgidPv9wvri8lk4tKlS5jNZpqamkhISMDv99Pc\n3IxerycxMZHs7OyQffX7/fz0pz/lqaeeEhaTkpISAHbs2EFxcTHd3d3Ex8eL76tUKlwuF1VVVUIY\nS35rCQkJicmHJLYlJO4yxvPkDg8P86c//Slk/HrwY9RqNQBDQ0MkJyezYcMGYmNjuXr1KjqdjitX\nrmC32wG4dOmSSCQZPVb8Vrf9NBoNg4OD+Hw+VCoVSqUSv9+PVqulra2N0tJSIfCHhoYoLy/niSee\nAOC+++5DoVDwzDPP4Pf7MZvNREREYLfbefbZZ/H7/QwNDeFyufB4POj1epxO55ix7Wq1+pYV+AAB\n+41MJkOhUODxeOjr68NoNNLd3U10dDTXrl0Lsdjs2LFjzMElMTGR9evXU19fT3x8PF1dXVRXVwPg\ndDoJDw8f05zq8XgoKysjLy9PCGrJby0hISEx+ZDEtoTEXcb8+fM5efIkNpsNq9XKggULqK6uFuPM\nYWwDY39/P6mpqcJe8ZOf/IRly5axZcsWMUIcblRbIyMjRSJJX1+fyOcOHuM+ET6fT6SIwA3/8ODg\nIG63G4vFwlNPPUVLSwvz5s3DbrezdetW1Go1Go2GjIwM3nzzTX70ox+xc+dOFAoFK1euFMLzxIkT\nIaL3nXfe4dSpU7S1tVFRUSGmUm7YsEFU6GfOnMn7778/rr99eHgYnU6HQqHA7/czPDyMWq0WHm23\n283g4GDIVMi5c+eyadMmsffFxcWsWbMGr9fL8ePH+da3vkV7ezvp6ekhSSgZGRnia5PJRG5urrCu\nBAvqzMzMWyaoSEhISEh8tpAaJEcxWRodJkuTA0hNJHcamUxGTU0NV65cwWq14vf7eeSRR0J8vTab\njY6OjnGbHAH+8Ic/kJubK5oO58+fT2RkJBcvXiQ2Nha73Y7D4cBgMKDVasnNzRXTJIM9xOM1RQZT\nXV1Nd3c3drsdk8mEWq0WExpzcnKEwCwoKMBqtfL9738/xHvudrv5/ve/z/Hjx+np6UGr1Qqv88jI\nCHa7XYjeBx98MKTx76233uKHP/yh+PrQoUNjmjqPHz9OVFQUmZmZnD9/HoVCQVdXl7CQREdHc+zY\nMd5//32Ki4vp6OjAYDBQW1tLeHg40dHRdHZ2isq03+/n6NGjrFq1CqVSic/no7y8nEOHDk1o//hH\nGhhvpzn2s4T02XBnkfb3ziLt751DapCUkJD4TFFZWcny5cuFYHzxxRfH+HpTUlLYvXu3qMAuWLCA\nzMxM4eN2OBxiwqFer8flcvEv//Iv1NXVUVtbi0wmIyYmBq/XKwaymEwmwsLCOHbsGA6HA7PZfMu4\nuv7+fpqbm4mNjWV4eBi73Y7P50On0/H000+jUCiIioqit7dX2CUCr+Ps2bMsWrSI/Px8urq6iIuL\nY2BgAI1GI2wwbrcbvV6PQqEQawi8xsBkzGALRk1NzRh/+5YtW8QBJSYmBrhhJ/F6vbhcLhYtWsRX\nv/pV9u7dy4YNG3C73URFRREXF0d/fz8ymUw0QQYmWQZiBwsLC4GbD6zx+/3IZLKP9F64neZYCQkJ\nCYlPFklsS0hMckY3zY32UQeqo4cOHcJmszF//nxRLa2srGTFihUifzpYpL311luYzWY6OzvZtm2b\n8BOvWbMGj8cjKuFAyO/eLCFDo9GQkJBAS0sLSUlJhIWFiQQOq9VKc3Mzly9fFsI4+HXodDrcbjfp\n6enY7XYGBgaIiIhgYGCAffv2sXz5ciIjI/F6vURFRYnnDCR4BEbS6/V67rnnHjIzMxkYGAh5jvj4\n+JADysWLF4mOjkYmkwn7S0JCAl6vl+rqap5//nnhsVapVJw8eZKlS5fy2GOPMXfuXJRKJbm5uWI4\nEIwdWDM6zm+8OxO32wQ5UXPsP8KdGu8+PDxMVVUVTU1NWCwWkVEuISEhcbchiW0JiUnO6KY5s9k8\nxtcrl8vJzMwUGddww/8bEGfBA2Hi4+OFZ3jPnj1otVoOHz5MR0cHiYmJbNq0STRLulwugNtOyPD5\nfKLZEG5UceVyOX/84x9ZvHgxMTExDA8PY7FYOHbsmKjEz5kzh7y8PLGO//7v/xZCPzU1lW9961sY\njUZcLhepqanADdtISkqKeI12u53CwkIOHTokrC6LFi2ioqKC+vp6TCYTpaWlIjZQqVSSmpqKy+VC\no9GgUqmw2Wwh4+zdbjfTp08XcYWrV6+mra2N1NRUurq6OHnyJM888wx1dXXs3LmT7u5uUlJSmDVr\nFpWVlePmk493Z+J2xfadaKC8U+PdpbHxEhIS/yxIYltCYpIzd+5c3n33XWprazGZTFy7dg2dTkda\nWhozZ868aUZzQJwFWx0uXLggGiXb2tpCYvOOHj2K0+kEEKLU7/ePSSS5mZUkuEpsMplobm5m2bJl\ndHV1oVAoSE1NpaWlhe985zs0NDQwZ84cWlpa2LVrF0qlkoiICJ5++mn8fr/w9B08eFCMdu/s7Azx\nep88eXLCxBSZTEZERIQYsPPtb3+b/v5+Nm7ciNPpZO/evaSmpqJUKmlsbMRisRAZGclTTz1Fa2sr\n6enptLS0CPHf0NDAggULGBgYoL+/n3Xr1mG325HJZEK8+3w+fve734l4wNzc3FvembhdAoeHYM/2\nP8qdihuUYgwlJCT+WZDEtoTEJCfQ42wwGEIqpPn5+Xi93gkzmq9cuYJer6eiooKmpiYGBgYoKyvj\nySefFGJvtM+5t7dXVJsXLlyIXq+nubmZkydPUlVVFdI8OZFwioiIICEhQUxdTE9PZ3h4mI6ODtav\nX8/hw4fp6ekRUxYbGhqIj49Hp9OxbNkyiouLsVqtXLt2DY1GQ1hYGGvXriU5OZnOzs4xr7Ojo2PC\nxJTRB5AXX3yRzZs3i5/HxMTwu9/9jqysLODGQBi/3y9GxBcVFbFmzRry8/Pp6elh+vTp4q6A1Wql\nsLAQp9OJwWAQCSbbtm1j3bp1Yo06ne6WdyZGM5G1Q6lU8sADD7BkyZKPrQnqTsUNSjGGEhIS/yxI\nYltCYpITaJAMFnCBZr5AtdDj8RAdHR0iblwuF88++ywqlYoDBw7Q39/PypUr0Wq1HD9+nMrKSrRa\nLdu2bUOlUonhLa2trdx3331isuHs2bN566232LVrl1jTRFVKmUwmsq7j4+NpbW3FZDIRHh6O0Whk\n27Zt9PT0UF5ezpo1a1Cr1YSFheF0Orl+/Tperxe3280777zD0qVLRUpIdXW1SP8YnattNBrZsGFD\nSGJKgFv53XU6HVlZWdjtduLi4kQD6IsvvkhbW5uYZAkQHx/PgQMHRKJLVlYWzz//vLDc5OTkiOcJ\nXmN5eTknT54Ue3E7vuVP0oJxp+IGMzMzOX36dIhnW0JCQuJuRBLbEhKTnIBgHC0yDQaDqBaePXuW\njRs3iqp0RkYGeXl5wA3xFxERwfr160MGs+h0OjweDz6fD41Gw3/+53+GNFAGi8LRIjU6Olp4pgNV\n1+HhYcLCwsS4dKvVyr333issK6dPn+aBBx4gJiaGwsJCamtrcbvdaLVaNm7cyIkTJ1CpVBw5coSd\nO3fS2tpKcnIyXV1dfPGLX0ShUPDCCy/g8/nIz88nPDycwcFBmpqaxjRGBriZ391kMqFQKNBoNBiN\nRtrb29FoNGIwT3NzM16vl6GhIS5fvkxcXByrV6+mtbUVnU5HW1tbiOVGr9eLw0bAIx+ICLTb7Wza\ntEkMHNq2bdtNhfR4FoyAHz8lJYWFCxd+bO+vOzXeXS6XM3/+fL785S9Pqug0CQkJiQ+LJLYlJCY5\nVqtVCLhAFdpsNmM2m5k5cyZwQ5zZbDYRPXfs2LEQIRgYze5wOES8n9PpFCklhw8fDhF39fX1LF68\nWAju0cNtamtrKSwsDBGL1dXVuN1ufD6fSB4xm83odDrUajVf/OIXxZCY5cuXYzKZGBgYEFGDAWtM\nREQETqeThIQEBgYGGBwcRCaTERUVxZYtW+js7BTiPjhyL7gxMsCsWbNCPM733nsvSqUSmUzGihUr\nqKiowOl0EhMTg0wm4/r163R3dzM8PIzBYKC0tJS1a9eKyrxer0etVvO3v/2N8PBwtm3bBoDZbGZg\nYICkpCS2bdsmmk0LCwux2+3k5OSI/e3r67ull3n0IcFkMoVUut9++21p4I2EhITEZwRJbEtITHKU\nSqUQuh6Phzlz5oy5JT9anAWEq8vlYvbs2ezbt4+VK1eSmJjIyMgIzzzzDBaLhZ6eHk6ePIndbh8j\n7qqqqoQIjI+P5+mnnw7xi0OoWGxoaKC6upqHHnqI5uZmkpKSaG9vx2Qy4fP5iIqKIiEhgUcffZTk\n5GTeffddvvCFL7By5Ur0ej0+n4/t27fz+c9/nu9+97s4nU5iY2Nxu91ERkbS3NyMxWLh+vXrJCQk\n0NTURFlZGQUFBeMOSBgeHubMmTMhPvfAwSBQOQ4I7cDBQK1Ws3v3br75zW+i1WopKCigt7dXWGFe\nfPFF7HY7q1atwufzERsbS0FBgWjebGlpYePGjQAUFRWJA0+wN368PPDRjLZ2tLa2jon8k8S2hISE\nxGcDSWxLSExy6urqRMUabkxGDBbbw8PDTJkyhRMnTlBfX09KSgoHDx7kzJkzIq2jurqac+fOCaEc\nqAgbjUYGBgZQKpUcOXJEVGT37NnDd77zHTIyMqipqRExdwH/bUBQBovFlJQU1q9fzwMPPEBaWhq9\nvb3CpqLVapHJZBw4cIClS5dSWVnJV77yFfLy8sRUyZ07d1JeXo7D4aClpQWj0UhVVRXp6em0t7dz\n/fp1SkpKWL58OQ6HA7VajVKpFGJ99Cj50SPsgw8GgcPJzp072bVrFykpKQwMDNDS0kJubi4NDQ1C\niFdUVIiM7/Xr19PY2CjSTZqbm8XzO51OzGZziFf72LFjorF027Zt+P1+7r333lt6pMezdkjNhhIS\nEhKfTSSxLSExyblVqkOgmW7dunXs2bOHxMREVq1axde//nVmzZpFa2srW7duRSaTYbFYaG9vZ+vW\nrbzyyits376dsLCwMVXr6upqXC6XqAwHD8WxWq3s2LEDp9PJ9OnThVjMzMwU1d3o6GjUajU+nw+l\nUkl5eTlVVVWsWrWKsLAw0tLSaGlpoaioiLa2NuLj42lvb6etrY3w8HC0Wi1dXV1kZGTQ0tKCXC4n\nOTmZlStX4na7QyY47tmzZ0xj5PDwMLW1tWOSQKxWq1jrqVOnuHjxovh5R0cHSUlJdHV14fP5iImJ\nQa1W8+ijj2I0GtmyZQsrV64UUYnl5eXk5eWJa5eVlVFbWyu82l6vVwzj8fl8eDwejhw5Ql5eHitW\nrPhQHunRle758+fjdrvvyDAaCQkJCYkPhyS2JSQmOYGc7StXrmC1WkMGpgQPdQk0UAYytV9++WUA\nIiMjWb16tRDKhYWFDA8P88QTT7Bx40aUSiVHjx7l0qVLpKen09jYyOHDh9myZQvPPPOMSD4JVIht\nNht/+9vfOHjwIKdOnRICTy6XCytHdXU1VquVuLg4VCoV3/ve9/jrX/9KSkoKMpmMnp4eEhMTRaXc\n4XAQHR1NX18fZrMZj8eD0+kkKioKt9uNxWKhsLCQNWvWkJKSQk5ODiaTiYiICA4dOjSmQhw4LJSX\nl4um0RkzZqBUKsVa586di8vlwmQy0d3djdFoxG63k5CQIEbMd3R08Morr/DEE09gt9tDLCCvvPIK\nJ06coLGxEbPZTGlpKcuXL2f79u1iGudjjz1GdHQ0RUVFooL/UarSoyvdCoVCGhojISEh8RlBEtsS\nEpOcQM52gA8++CBk3HdgqEtwAkZsbCydnZ0MDQ2xbNkyTp48SXNzMyaTSWRcB+dNq9Vq9u7dG1Ld\ndjqdWCwWkbQRXCHW6/XClpGZmSkqrDNmzAD+HgHo8/lwOBwkJSWRkZFBc3MzycnJJCQksH79enw+\nH2vXrkWhUDA8PCwEfWtrK1qtltraWtLT0+nr6yM7O5vS0lJ27drFc889FyIyRzdGNjQ0UFZWxpYt\nW7h8+TJ6vZ6CggLy8vJCLDgul4vw8HCGhobE6+3o6BAxiq2trRQWFhIREcHOnTtRqVRs3bqVrq4u\nZsyYQUtLC0NDQzz55JN4vV46OzspKyvjwoULAFgsFp577jkRF7hgwYKPzWv9zzY05k6NlR99/cbG\nRpKTk6U7BRISEreNJLYlJCY5gZztgLjctWtXiMiqra0Vg2uMRiNyuZy2tjZKS0s5fPgwSqUSj8cT\nYnkIxOwFN1SWlZXR3t5OUlIS9fX1FBQUoNFoRKxeWVkZTqcTj8dDWVmZqNIGV1hPnz7NlClT8Pv9\nXL16FavVysyZM3G73VRVVaHT6di0aRNr164VAtRisYR4t19++WWSk5MZHByko6MDt9uN1+tFrVZT\nWFgYEiM3XixeZmYmKSkpOJ1OWlpaOHjw4IQWHJ1OJ6rdIyMjKJVKjEYjNTU1TJs2jZdffpns7Gwi\nIiJQKpVMmTJF2Fs0Gg0FBQUA5Ofno9VqhZ898FreeecdDh06hM1mY8aMGfT19XH+/PmPRciNthdZ\nrdaQOx53m1i805V86U6BhITER0US2xISk5zRFUyj0RgisgDa29sZHh4mLy+PVatW4XK5KCoqIiws\njJGRESGaXS6XsEIER/m53W6efPJJYX8IZFZ7PB7RTPn888+Ln//oRz8SmdZvv/22WJ9CoaC7uxu7\n3U58fDxqtZq+vj4OHTrEww8/jEKhoLCwELVajcPhELncgQmNcXFxaLVa6uvriYuLw2Qy0draSnx8\nPE6nk6KiIhE5OFEs3qlTp8jKyuLUqVM0NTVx4sQJHA5HiL88gEqlIiwsDJlMhlarFZX4WbNm0dXV\nRVFREQ0NDcCNrPGamhrmzZtHdHQ0TqcTp9OJ1+tl+/btVFRUkJubG1LFnjlzJnK5XEQN3kzIfdjK\n7Wgft1KpZNmyZXetWLzTlfx/tjsFEhISHx+S2A7i+vXrInP4s45cLker1X7ay7gtZDIZg4ODk2Zv\nYXLt79SpU0PEZWRkJGVlZVy8eBGdTkd5eTkvv/wyfX19OJ1OIUbLysr4wx/+gNfrJSoqKuSaQ0ND\nouExMOQmuLEvIyOD+fPn85Of/IT8/Hz8fn9ITvfUqVNZuHAhCoWCadOmifUF3geBaL60tDSGhob4\n0pe+RGxsLICI2fvFL37BAw88gEKhoLOzk/LycgoLCxkZGRHpIJ2dnVgsFrq7u8VrKy0t5ejRowwO\nDjJ16lRaWlpCRFJjYyP3338/CoVCeM4D2dQREREh+yCTyfD5fMhkMjweDx6Ph8TERGw2G36/H51O\nh8FgIC4ujvb2dmbNmkV4eDjLli3DbDaLXHCr1UpfX19I1vnLL78snq+xsTFkjVeuXGHRokUoFAqx\nlj//+c9jsrQXLVo07ntCLpcTERHB/fffz/333w/AT37yk5DnaGpqEj/7tPg4PxuC32cqlYpp06Z9\nrP8P3+nr3wmkz947i7S/dw6ZTPZpL+FjZXK8Oz4hNBpNSKPXZxmtVovb7f60l3FbqFQqoqKiGBgY\nmBR7C5Nrf+fMmSMaJJOTk9FoNFy/fp2MjAw6Ozs5dOgQCoWCffv2UV5eTmNjI/Hx8ZSWlvLwww9z\n6dIl4aVWKpWkpqbS0tJCWVkZ165dY+bMmbS1tQFQWlqK3W5n7969VFZWEhsbGyLKAwNkcnNzUalU\nzJ07l4yMDFFhVavVuN1umpqaRPJHYBJjWFgYZ86cITU1lbCwMB5++GGsVivh4eF88MEHFBYW8sor\nr7B06VIsFgvNzc289tprZGdnEx4eLnzXTqdTjGm/du3amDH1RqOR999/n5qamhDxee3atTGVbb1e\nT1dXl5h4OTAwQH9/P3FxcbzwwgsUFhbyv//7vzz11FP09/djNBpF5rXdbqewsJCcnBw2bdokvPOB\ndSQnJ4v3WMD7HviZy+Xiz3/+M3PnzhUV7dtZb4Dx3r/JyckTPv+nxcf52RD8PktJSSEjI+NjfX2B\n6zc1NZGcnPyxX/9OIH323lmk/b1zBO7K3i1IYltCYpKjUChYsmQJWVlZnDlzhi9/+ctjrAJvvfUW\nZ86c4dq1ayHieMWKFbhcLi5cuCAqrjk5OSK+DuD111+nv78/5PcGBgbYvHkze/bsCal4B7zaOp0u\npDkyIIDcbjddXV3Ex8fT0tJCQkICYWFhJCcno1QqmTNnDk1NTRgMBt577z1+/etfs3PnTmETWbp0\nKUeOHOEHP/gBaWlp5Ofn09HRgcFgICEhgdWrVxMfH4/dbmd4eJhNmzZRVFQUYonp7Ozicb9SAAAg\nAElEQVQUcYW3yqbu6upiaGgIrVaL3++nq6uLxMRE6uvr2bVrF/v372fp0qVcvHiRGTNmkJeXx44d\nO8ZtFg3E/o3XCKlSqTh8+LBo1iwrKyMvLw+ZTEZXVxfZ2dm3td6bMdpWcrcNvZHL5WRmZgp/PvCx\n+tIDiS/333//pBArEhISnx0ksS0hcRdx5cqVMc2Rc+fOHTPSXalUEhkZSU9PDwcOHGDXrl0TTjDU\naDRotVoOHz4shtps2rQJgP3797N9+3ZsNhtpaWl85zvfQavVUl5ezuHDh8c0lb355ptERUXR0dFB\nQkKC8FvrdDqqq6uJiopCo9EA8PDDD/PYY4/R3t5OUVERO3fu5L/+67/wer3I5XJeeOEF4X9OTk4O\naaIsKCggPj5e7EvwQaG8vByv1yvSWTQaDQkJCSiVSkZGRsaIs8jISAAGBwexWCw0NjaSkJDA66+/\nzrPPPktNTQ1z5szB4XCwa9cuXn/99ZA4wcAES0AcaA4dOhTyPFevXqWjoyOkWTM6OlrkowevV6vV\nMmvWrA8tlscbhHO3ITUxSkhIfBaRxLaExF3E6OZIk8lEZWUlAwMDHDlyhJqaGoaGhlAoFCJbW6VS\nodVqRfU3PDyc119/ndbWVlwuFzU1NWzZskU8R0VFhRgz7nQ68fv9bNmyBavVyq5du2hqaqKkpISM\njAzeeeedEPE/MDDA1atXmTZtGgAejwe/38/w8DBJSUmi+S9Q/Q5UlPPz81EoFGLKYkpKCrt27RL2\njp6eHtauXYvX6yU+Pp6Ojg56e3uBG8NlTpw4QXd3t2gUDM4bLygo4Dvf+c6E4iwiIgK3201bWxsR\nERHMnj2bP/7xj3z3u99FLpczc+ZMGhsbsVqt/O53v2PRokX09/dz33330dTUxMqVK5k5cyZFRUUA\n446OT0lJYffu3SEivaOjY9x89LfeemtMlKHEDaQmRgkJic8iktiWkLiLCDTlBVJFtFqtqI7OnDlT\nVE6tVqsYFT5jxgwaGxtDRr7v3r2biIgINm/eTFFRUYiAj4iIoKysjNbWVhITEzEYDOTk5KDX66mt\nrRUNmKdOnRrjl1ar1SQmJgKh+eBvvPEGK1aswGg04nA4MJlMVFdXk56ezqFDh3jiiSfo6elhaGiI\nsLAw0TgYFxfHwMAAERERXL9+ndjYWBoaGpg6dSpOp5OcnByxDw899BBwI8Lv1KlTXLlyBb1eL173\neOLM7/fT2NiIUqlEqVQik8mw2WzMmjULv9/P0NAQ3/3ud8WeFhcXU1VVxbx583C5XAwODgLQ2dnJ\n5s2buXjx4rij4zMzMykpKeHs2bPodDqKioooKSkJyUc3GAykp6ffdkX7TudOfxa51TRVCQkJiU8D\nSWxLSNwFeDwe/vKXv9DS0sKMGTNobm4mLi5ONNXp9XpeeeUVIZJTUlLYu3cv586dIycnh5kzZ4aI\nFIvFgt/vHzMMJ1A1bGpqwuVyMTw8THh4uBiJnp+fD/w9UaOvry/ELx0ZGSlE7YwZM7BardhsNpYt\nW0Zvby91dXVkZWVRV1fHvffeS09PD1u3bkWhUPDCCy+ISnZhYaFIPgnke+/cuZOmpiYhvn0+H3BD\nMDc3N6NWq4XgnDt3LjabDbvdLqr044kztVqNQqGgubkZo9GIUqnEarVSU1ODw+HAbDZz7NgxGhsb\nmTp1Kt3d3cydO5fOzk46OztD7CsTjY6HGxaPxYsXEx4ejs1m4/Dhw2Ma/m5HLAcPXomJieHxxx//\np7JU3O2+dAkJicmJzD96/Nw/OcEDMT7LTJaOYvj7bfPJsrcw+fa3srKSpUuX4vV62bp1K9u2bWPd\nunXo9fqQ8eCB6ZHB48ELCgp46623WLNmDU6nE7PZTGdnJ/Hx8dTV1YnfaWxsFHnTbrcbl8vFnDlz\nMBqN1NXVYTKZyM3NFdctLy8f05D55ptv4vP5cLlcwv+t1WrxeDzU19djMpk4c+YM/+///T9sNhvJ\nycnCR+31euno6MBisTA8PExXVxdTpkyhra1NeJyDM6W//e1vh6SkbN++PURwVlZWsnr16pDc68WL\nF4cI2vPnz9Pf38/AwAAdHR0kJSWJJBC4EU8VSEQJ2D86OztxOBz8+Mc/ZtWqVSiVSuRyOVOnTqWz\ns/MjV5lvp1JdWVkpPMu5ubmUlJSInx06dIgVK1Z81LfZHUH6bLizSPt7Z5H2984xnt1uMiNVtiUk\nJjk+n4/q6mrxYd/X1yeq2eXl5eTn5+N2u5k+fTpdXV2EhYWxa9cuurq6MJvNNDQ08Oijj9Lc3Cyq\nxPn5+SITuqioSIwbD4jzgFXk2LFjdHd3i6zZwDTEgODNz88PSeAICwtjcHCQtrY20tLS8Hq9XLp0\nCavVSkJCAgqFgqlTpyKTyUhKSqK1tZWYmBiR1rFq1Sq8Xi91dXW4XC66urq499576e/vFxMo8/Ly\nWLNmDa+++iqtra0MDQ1x5MiRMTaRzMxMsd758+ePK149Hg8+n4/29nbMZjM+n080gPp8Pg4cOEBR\nUREdHR1MnTqVrq4uSktLeeKJJ4THOiD033rrLR588EGGh4c5f/78h7Z33E7zX7BnWafTSZYKCQkJ\nic8AktiWkJjkVFZWEhkZOSZN5MiRI6KaPX36dHJzc7Hb7cCNKudXv/pVLl++TGJiIp2dnRiNxpA0\nkYCgDraRBERwTk4Os2bNorW1NWTMe0VFhaiejoyMjBGzv//979FoNFitVhoaGjAajaSlpREWFkZf\nX59oNNy/fz9nzpzBarWyc+dOzp079//Ze/foqOs7//8x9/skJJlJZnKZJARQhATUyvfUbrv22O62\nuMXdoz0HqLYNW4p4ATUgwsQQIpAaWgWJNaLhotRudWu0rd1LT7vdXk6LbSVECIZbLjNJZjITcpnJ\nJHP9/cFv3ku4SW1RQt+Pv8wkmfnMZ+LwnNfn+Xo+WblyJQMDA7z22musWLGCvr4+SktL2bZtG16v\nVzzXyspKdu7cSU1NDXa7fdIHhaysLDEpv5x0jvb2dubOnYvD4cDj8eByuYhEIuLDilarJRwOi/uL\nRqOsWLGC/Px81q1bx8yZMwmHw7S0tAhLw4dNzLic5b+zPcvNzc3s37+fgYEBaamQSCSSjxEptiWS\nKU5nZyfhcHhSmshLL70kKtEDgcB53mSr1crvfvc7jh49Sl1dHW63m5dffpkHH3wQj8fDli1b8Pl8\n7NmzhyNHjlBYWMjY2BiDg4M89thj+P3+SY2RcEYAdnZ2YrVaGRgYIBAIMGPGDMrKyjh+/DgAVquV\nWCxGMpkkHo+j1WqFYG1vb8dkMqHX63nwwQfxer3k5eUxODjI9u3b2bNnDzt37mTr1q28++67mM1m\nEb+X9nKr1WpaW1upqamhu7sbYJJnvKOjA4vFctne5XTCSEVFBXDmA4TJZCKRSGC1WsWEXavVcvLk\nSXFloLq6WsQpnpse8mETM85d/nO5XPzmN78RE/IFCxYIz3K6eOVvYSlSIpFIrnak2JZIpjgul0t4\nj7OzsxkbG+Pxxx/H7/fz4osvUlVVRX5+vsiUnpiYYN26dSxZsoRUKkUsFmN0dPSCpTd79+7lqaee\nIhaLccstt7B69WpWrlxJaWmpKHQ5d7HywIED1NXVndcqqdFo+OlPf8rIyIhokAyHwygUCjIyMrju\nuuvweDzCj53OvQ4EAlRXV6NSqXC73SQSCbHgeM899/Dyyy/T2toqJtsajYba2lqWLVtGKpU6r+Hy\nz4mDy8rKory8HL/fj8vloqOjA4VCwfXXX09rayuzZ8/mscceE574Rx55hFmzZqFWq2lsbBQfAFpa\nWsR0+cMmZpy7/BeNRictQO7fv59bb71VFq9IJBLJVYYU2xLJFEetVlNZWcno6CgVFRV4PB4WL16M\nxWI5L1P6xRdf5Ktf/SpwxtOrUChEy+HZlhGj0UhBQYEQqOkoQa/Xy4YNG4SI7+joYPfu3WKSOjIy\nIjzjgBDy6f+emJggKysLtVpNOBxmeHgYq9XKqVOnMJlMTJ8+HZ/Ph8ViIRAIiOMcGxujp6eHSCTC\nj3/8Yx566CEx9f7KV77Cpz/9aQBKS0s5cOAA9913Hy6Xi/fff5/du3fz3nvvCXvM2UuDH0Q8Hkeh\nUKDX60mlUuj1eoqKiti1axe33nrrpISXkpIS8UEAYO7cuRw8eJA77rhjkmWkoqLiQyVmnGt72b9/\n/3lXFW699dbLfm4SiUQi+WiQYlsimeIcP35cZEXX1tZOmuTu3r17klg2mUyTPL0NDQ0899xzRKNR\n9u7di8fjIT8/H5PJBCCEcnZ2NrFYjGeeeQaNRkNeXh4ajYaSkhIOHjwoFhO3bNlyXgOl1WoFEDnb\nY2NjxGIxfD4fBQUFInv7+PHjqFQqcnNzWbx4sfj9V199lcOHDxMOh5k9ezYlJSX4fD5ycnKYNm0a\nCoUCs9nM4OAgXV1domp+7969bN68eVISS2Vl5XkZ15fC4/GQlZWFVqvF6/Wi0WhQq9X84he/4PDh\nwyxfvhyfz0cikaC3t3dSegpc3DLy12hylJnSVz9/i1nnEonkfKTYlkimOHa7fZKAfumll/D7/eTk\n5Ah7xh/+8AdSqRSnTp2a5GE+cuQIGzdu5MUXXyQej5NIJBgbG6O3txeVSkUikQBgYmKCoqIiHnnk\nEfLz8xkbG2Pp0qV873vfw2w2Mzo6yrJly0Qb5QsvvEAwGESpVJJIJFizZg033ngjY2NjDAwMoFar\nUalUwrud9n673W4aGxsnTcsjkQhOpxO/3080GhWCPB6P4/V6KSwsRKvVUlpayoYNG4Azwl6hUOB2\nuzGbzYTDYXbu3Inf7z8v4/pSWK1WGhoaWLFiBbFYjIKCAsbGxti9ezcdHR3CCqPT6Th9+jRr1qyh\nsbFRCOkPI4gvV6AtWLCA/fv3T/Js/zWRQvEvR9bHSyQSkGJbIpnyjIyMsGnTJtRqNZmZmfh8Pp55\n5hkeffRRbDYbf/jDH4R14tzJt9vtRqPRkJubSygU4oknnhDfa2pqora2lpqaGoLB4KRowE2bNhGL\nxTh16hSFhYUin7u+vp62tjbcbjdqtVqIX4Bvfetb3HjjjRiNRkZHR8nPz6e7u5uioiJyc3MZGxuj\nvr6ezs5OMjMzGR4e5vjx4zQ3Nwv/9YYNG9i2bRvhcFjE8X3nO98R6SRpO43VasXn81FTU8OLL77I\nrFmzWL9+/Z+dyhGPx8UCZklJCVarFZ1Ox29+8xvGxsbo7u5mxowZLF68WPxOenqdSCRQq9W89NJL\nBINBZsyYcVmPfbkCTa1Wc+utt14x68iVFoqJRILW1lZ6enooLCxk7ty515yYl/XxEokEpNiWSKY8\nubm5rFixArfbPSmGLzs7m/b29kl5y83NzTQ1NdHR0cHMmTOJRCK0tLQQiUR4+umnhZguLCxkdHQU\nt9uNTqcjHA6zceNG8Zg5OTloNBoikQjf/OY3hVVj8eLF3HnnnTQ1NVFXV3fe8uTY2BipVIpQKIRO\np6O0tBSdTofH46GgoICJiQmys7Px+XyUl5fT09PDpk2bMBgMDAwMsGzZMrZu3UplZSVOp5Oenh5W\nrlzJjh07CAaD1NTU0N7eTkFBAdXV1Wg0GhwOB/PmzaO8vJy2tjbeeuuty5rUJhIJksmkyCM/efIk\nDoeD3NxcbrrpJo4dO0Zubq6wl5w9vU4kEvzud787b4HxYo9z9gT5ahFoV/o4/hamvtLqI5FIQIpt\niWTKE4vF2LNnDwMDA0JIG41GFAoFY2NjNDc3s2nTJhQKBfn5+ej1ejEBt9lshMNhTp48yYEDBzhw\n4AC1tbV87WtfmzThViqVk0TD0NAQbrcbm83G3r17OXToEGVlZWzfvp2FCxeyZMkSsrOz2bVrl4gg\ntNvtAMKzrdPp0Gq1RKNR7HY7L7zwAr/4xS/43ve+x/DwMB6PR8QIhsNhsrKyxGR8cHCQSCTCd7/7\nXSorK/n85z9PeXk5x44dIysri2AwyKOPPiqKceBMbfs///M/TxJ3aQF+IatEW1ub8Ken4/2MRiMq\nlYqRkRHWrl3LqlWrePXVV4U1p6KigvLycg4dOsQ777wzSay+8847GI3G8wTluaJz//79V4VAu9JC\n8Wr5UHElkfXxEokEpNiWSKY8HR0dOBwOYrEYiUSCjIwMnE4nPp+PpqYm6uvrOXToEGazGbfbzbJl\ny3jiiSfQaDTs27ePpUuXsm/fvknT7127dtHX14fD4cBoNJKRkcFzzz1HMBikqKiIY8eOUVZWhtFo\nRKPR8O1vf5u5c+eKyvfCwkK6u7sZHBxkdHSUoqIiZs2axZEjR4Aznmo4I7hsNhtGo5Hbb7+dr3/9\n6yJDOhAICOGcXuZUKBQ4nU6OHTtGOBympqYGv98v2jGdTieBQIDi4mKsVuukJJCtW7dOEnfpGL+L\nTVc7OzuxWCwYDAbhXx8fH2d8fFwIRYvFgt/vF9GGLS0tKJVKOjs7z2twNJvNFxSU54rOkZGRq0Kg\nXWmh+Lcw9b2c4iSJRHLtI8W2RDLFKSwspLe3F5vNJgTywMAAzzzzDH6/H5/Px7x58+ju7ua+++5D\npVKJhcVAICAi+Xbv3o3X66WoqEjcvmHDBtRqNTU1NcJ6ki7HSQveT37yk7z00ksMDAxM8nWfXeue\nFqEqlQqtVkt2dja9vb0UFBSQSCTweDwUFhbi8XhQKpUkk0lReJNKpdiyZQtqtZo777yTV199FZ1O\nRyqVIplMUlZWxsmTJ8nPz2doaIjy8nJuuOEG3njjjUkiNl37nhZ3NpvtktPV4uJi2tvb0ev1k853\nNBqlsLBwUlSi2Wxm1qxZQpAWFxfz1FNP0dTUJKw8zc3NPPfcc+e9fueKzrTt5eMWaFdaKJaXl/Pm\nm29O8mxLJBLJtci1tY0ikfwNotVqRRSfw+EgHA6Tn5/Pgw8+KMSdUqlk586dTExM4PP5RI14bm4u\nGo0GnU7H17/+dcbHx1m3bh3j4+M4HA4efvhhVq1ahVarJSMjA4/HQ0NDA08++SRKpRKz2cxvf/tb\n7r33XkKhEKlUitWrV1NXV4fBYGDNmjXs27ePOXPmAAhRGY/HcTgcnDp1CoVCwYwZM1CpVNhsNlKp\nFEVFRaRSKaLRKK+//joA77//PrFYjEgkQlFREQqFApPJxOuvv86GDRtIJpP80z/9EwC/+tWvRIV9\n+nHTC6FVVVVUV1djt9uF0E3/zNnT1fLycpxOp0hpUavV4gOAx+PB7XazZMkSCgsL2bFjhzjP6d9t\nbGwkmUzyiU98gpycHJ577rkLTofTE+TGxsZJte7XOkqlkptvvpnly5dz8803X3PLkRKJRJJGTrYl\nkilMIpFAoVDg8XhIpVLYbDbsdjudnZ24XC76+vqEsD7b7lBdXc2MGTO46aab2L9/P4lEgr179zIw\nMEB9fT29vb2YzWaSySQZGRn09PQwMTFBcXExjzzyCBkZGZw+fZqdO3dSWVkpjufJJ5+cZCepqKjg\n6aefFhXpoVAItVqN0WgkGo2K3OrBwUEABgcHxYTabrfT19fH/fffj9frFUuZ69atY/Xq1RQWFjI+\nPs68efP4whe+gE6nE0uJq1atErYZrVZLLBbjO9/5DosWLSI/P5+ZM2cye/ZsgItaJZRKJQqFgnXr\n1lFZWUkoFCIrK4tkMsnY2JjINq+qqqKrq2vSVDw9Fb7U63a2V7yiokL8fCKR4ODBg/T19QnPuoze\nk0gkkqmLFNsSyRSmra2Nb33rW6xYsYKBgQFMJhMDAwNkZ2ejVqt57LHH2LdvH16vl7q6OiHI9Xo9\n69ato6GhAZPJxMmTJ8XSYUZGBjqdjomJCUZHR/n3f/93lixZgkKhQKFQUFBQQCQSIZlM0tDQwJo1\nawBobm5m9+7dIs6tubmZyspKDhw4IISoTqdjZGSEcDiM2WwWU26TyUR3dzdZWVl0dXVRWFjIM888\nw4EDB8SHg/RSJpyxzqSTQtK+8s7OTvx+v/BSKxQK6urqRFLKPffcw8yZM88TrZeySlitVrZu3YrX\n66W4uBiz2Yxaraa5uRlgUvvmxTzHF8qrvlQSR/p7breb++6775pO65BIJJK/BaTYlkimMJ2dnSJF\n5JVXXqGjo0PkTJeWlgof8rPPPsvy5csZHR3F4XDw2GOP4fV6OXnyJNXV1bjd7kn529XV1WzdupXl\ny5fz+c9/nu7ubgwGA//6r/86qZ0ymUyyZcsW0SK5Y8cOVqxYgc/nY9myZTQ1NQl/dEtLC7NmzSKV\nShEMBjGbzeTk5ACI9BG73c706dPp7e1l9erVorQmLaxtNhuDg4PE43EmJiaIRqPodDoAUfOe9lKv\nXr2aF198kcHBQWbMmEFFRQWpVIpDhw5ddlFLLBYjlUqRSCTQarXodDpeeeUVKisr0el02O12QqEQ\nzc3NqNXqSe2RaQ4dOnReCsqlvOLp742Ojl7zaR0SiUTyt4AU2xLJFObs5bodO3awevVquru7RdlL\nOtnjbAvJnj17RDZ0QUEBsVhMLPpptVpcLhder5fFixejUCgoKiqivb0do9Eomh1zc3MZGhpidHRU\nZHoDrF69GkAkmDz66KPk5eWxZs0aurq6+MlPfoLJZBJpJUVFRVitVgKBADabjby8PFGQ4/f7xfJk\nRkYGW7duZePGjdhsNlQqlbBX6HQ6Mc1O54gfOXIEu93OZz/72Uni99133z1P+F5KwKZFfTAYFIkk\nN910E5FIhGeffRa/3893v/td7rnnnove37Fjx85LQXE4HJOWIrOysjh48CCdnZ1kZWVNmphfy2kd\nEolE8reAFNsSyRSmvLycPXv20NfXx9jYGNu2beOrX/0qSqWSxYsXs2rVKn75y1+ye/duPB6PELdb\nt24Vglmj0eD1ennyySdpamrimWeeYcWKFUSjUUpLSxkaGqKsrIxIJIJSqSQcDgubiNvtZuPGjWJq\nnpeXx4YNG/B6vQCsWbOGiYkJurq6AISNZGhoiMLCQpFEYbPZGBgYYHx8XHi2o9EoeXl5ovTG7/fT\n29vL9ddfTyKRIC8vD6/XS0FBAUajkezsbJYtW0Z1dTV+v5/9+/efN2W+kPC9lNi2WCykUiluuOEG\ngsEgBQUFhMNhsrOzueeeezAajZw+fVrc34Wmz2mv+dkpKIFAQGRzWywWBgYGuPfee4nFYtTW1uJ2\nu0mlUjQ1NREMBpk9e/bfzOKkRCKRXGtIsS2RTGFSqRRKpZJZs2YxOjrKl7/8ZXJycsjIyGDDhg1s\n3LiR6dOnc/LkSRHJ19TURCwWE82Pbrcbg8FAYWEhQ0NDPPzww/T09FBcXMyPf/xjPve5zxGJRDAa\njQQCAWbPnk1/fz+rVq1iaGho0tR83759IhownS19tthUqVRoNBpMJhN9fX2UlJSgUCgIh8M4nU6R\nDJK2higUCjQaDXq9nr1793L69Gm0Wi1jY2P09/dTWFiIWq1mZGSEffv2sWLFClauXElpaSkLFiw4\n73xdSPimJ8oXspWkPeU+n0/E/dntdgYHB0kkEhQUFFBbWyue74Wmz+lznLb32Gw21Go1jzzyiDiO\nvXv3ig8BwCRLT0tLC/Pmzfur/c1IJBKJ5KNFim2JZArT1tZGMpkkEomQSCSAMwJxbGxMTILffPNN\nqqqquP/++ykpKeH06dNcf/31Ihvb6XQSDAYZHBzEZDLh9/spKCigv7+fz33uc6jVajIyMnj//feB\nMznT06dPJxQK4fP52Lt3L4cPH0ar1TI8PCyE5ezZs6mtreWBBx4Qt508eRKbzYZGoyEejxOLxdBq\ntRgMBqLRqMgL7+/vJz8/XzyH559/HrfbzZYtW2hsbCSVSqFSqYjFYuj1enbs2MHChQtpb29n/vz5\nZGVlXdCLfa7wNRgMl6wMj8fjWCwWYXtxuVyYzWZqamqorKykp6eH+vp6BgcHL1r8Mnv2bDH1Li4u\nRqFQ8PTTT9PU1ERfXx+lpaXinKRLhdL53J/4xCeu2Yl2IpEQy7TpnG2ZtiKRSK5FpNiWSKYwnZ2d\nZGRkiJg4lUqFXq9ncHCQ6upqMc1ORwR2dnaSk5NDJBLh8ccfZ/Hixaxbt45XX32Vw4cP09PTw8yZ\nMxkcHCQzM5OBgQHWr18/Kc4PoKenh66uLubNm8fjjz9OV1eX8IM/+OCDxGIxXC4Xmzdv5vjx4xQV\nFTE8PIzJZCIej2MwGMjNzRULkKFQCIVCQTweF+U3HR0dFBUVMT4+zrJlyxgeHsbr9eL1ejGZTCL7\nWqfT8S//8i8EAgGsViter5evfvWrF/RPny18bTYbhw8fvuQSYjweJxqNMjExgUqloq+vD4PBQEND\nw2VH8p1bDtPS0iKWWgEaGxv51Kc+xRtvvMGRI0eIRCJUV1fj9XppbGy8ZgXopRJZJBKJ5FpCim2J\nZArjcrnYtGkTK1euxOfzUVRUxMTEhIj+e/jhh8nLy6Ovr48nnnhCCBu3243f78disRCLxVCr1ZSV\nldHT04Ner2fatGmEw2FUKhW7d+/G5/MB8MMf/pCFCxcSCoWYN28e27dvFxnUc+bMwWq1smfPHjwe\nj6hcD4VCeDwebrnlFgwGA16vV0yWk8kkqVSKcDiMWq0WOdYZGRliaq3X60mlUqRSKRoaGsjLyyMa\njYqFRa/XSyqVErGE1dXVxGIxjh07RkVFhRCr6Qi+9IS5s7MT4JJLiLFYDI/HQ2ZmJvF4nPz8fE6e\nPIlOp+POO+/8UK/ZhWrK04L83Pr4a3kp8txElnNfL4lEIrlWkGJbIpnCxGIxHn30UZFAkkqlyMjI\n4Ne//jVWq5W5c+ei0WjYsGEDbrdbxNWNjIyIyXda+B0/fpzR0VHUarVoTkyL4dLSUiKRCCtXriQQ\nCFBYWIhKpWLJkiXE43GKiopQqVTU1NTw2c9+lu3bt7N161aqqqrEsTY2NlJeXo5CoWB8fByLxSLq\n2OGMT7uvr4+8vDzC4TA2m41kMklOTg7vvfceM2fOnJQKkpOTw+joKNnZ2Zw6dUyazfQAACAASURB\nVIrrr7+e2tpakbQyOjpKa2srarWagYEBksnkpOjC/fv389RTT+F2uwmFQhe0bKRSKcbGxvD5fFit\nVnp7e8nKysJsNtPS0vKhymbSjZEXKtK50PculNN9LQjScz90pF8vOd2WSCTXGlJsSyRTmPQ0MJFI\nCE+xWq1m2rRplJaWUlFRQWtrKxs3buTw4cOUlJTg9XqxWCwUFBSIRI10hrROpxPZ1+nad4/HQyQS\nEZaU6upqqqqq2LRpE3V1dbjdbh5//HEhmhYtWkQsFhN16WcvI4bDYQDU6jNvPemJ9cTEBEajEZ1O\nR29vL7FYjEAgQFlZGf39/ZSVlREMBtm5cycNDQ1Eo1ExyQ+Hw8ycOZPe3l5qamrw+/1MTEzQ1NTE\nI488Qjgcpq6ujlWrVk2apI6MjNDY2EhXVxc333zzBUWsVqvFbDZjNBqx2WyYTCY0Gg2rVq0S1pnL\ntT+cK5q/9KUvnfd451pOAA4ePHhN2i3Ky8tpbm6mtbUVi8VCU1MT69evvyaem0QikZyNFNsSyRSm\nuLhYTKDTwu3kyZM4HA50Oh3t7e389re/5frrr2f79u2ivCbtwc7MzMTlcjEyMkJeXh7BYBCdToff\n78dms/Hyyy/zpS99CafTyYMPPojL5UKhUNDQ0IDD4aCuro7x8XGampo4ffo04XBYTMvTjY9qtZp4\nPM7IyAhKpZKMjAz0ej3Dw8PiuNOi+yc/+Qn33HMPXV1duFwukskk06dPZ2hoiGAwSF1dHSqVCqVS\niUajIZFIkJmZSSgUYnh4mNLSUr773e8KIZydnU1fX5/I4T5b/DscDubNm3dJcWcwGHA6nXR1dYkF\n0MzMTBFl+OeUzXxYj/KlCnD+Ej7uiblSqSQ7O5vt27dP+kB2oWIgiUQimcpIsS2RTGGmTZuGQqFA\npVKRTCbFbclkkmQySWdnJ2azmeeff57du3fj9/tFqY1SqaSgoICGhgYef/xxQqEQyWRSNE6q1Wpq\namoYHBwU3ulwOExmZiavvfYad999N9nZ2QwNDeHz+cjOziYUCvHAAw8Qi8V45pln8Pv9QuC3tLSg\n0+lEhjacifZLJBLk5ubS29vLpz/9afR6Pfn5+fT29lJYWMiWLVtE3XxbWxt2u12IsfTzDIVCZGdn\nMzg4SGVlpfCEG41GrFaraJV0u92YTCaKioqYM2fOB57fkydPUlBQQFFREd3d3RQWFqLX6z9U2cyH\nFc0X8nj/NbgaFhTnz5/P9773PQ4cOIDZbGbNmjU0NjbK6bZEIrmmkGJbIpnCtLW10dHRwWc+8xnU\narVYHDQajXi9XqZPn85TTz1FZWUlJ06cYMaMGXi9XrKyslCr1WzYsEFMaQOBALm5uaRSKR555BFy\ncnIwGo1Eo1G0Wi3RaBSTyUR/fz8PPfQQ/f399PX1CXvJnj17qKmpIT8/n+XLl/PAAw+Qm5tLd3c3\nzc3NlJeXc+TIEeBMfGA4HCYvLw+fz4fD4UClUuFyuUTCyi9/+UuWLFnCN77xDYLBIBaLhblz5+L1\netFqtWJx8sSJE8ycOZNjx44RCAQoKirC7/cTjUYZGBiYFHMYi8V4+umn8fv9lyUuc3JyWL16tVgC\ntdvtxOPxi3quL8WHFc2X8nj/JdPpKzUx/3NQqVQMDg7S0NAgbpO19BKJ5FpDim2JZAqTnZ3NSy+9\nxJw5c3A6nZw6dQqHw8GOHTt4+OGHCYfDbN68mZ6eHmKxGGvWrBET6+PHj1NTU0MgEMBgMJCfny98\n31lZWZhMJiYmJgiHw2i1WpxOJydOnKCkpIRjx44xe/ZsxsbGWLlypagfP7uNsrq6msrKSjE1VSqV\nGI1GxsfH0Wg0hEIhsrKymD59OgaDQdSi5+bm0tfXxz333EMqlWJ4eBi73c7q1avZunUrRqOReDzO\ntGnTGBoaoqSkBJVKhd1ux+fzodPpMJvN6HQ6hoeHsVqtfPKTn6SlpYVHH31UnLvLEXWjo6N861vf\nEukqWq2WeDzOJz7xCebPn08ikeDQoUOXJXYvJZovxYV83Gn+kum0y+WaJP5dLtclf/5K2U5KS0vP\n8/Z/2OVTiUQiuRqRYlsimcLo9Xqampro6ekhPz+fkpISuru7WbVqFWazmV/+8peYzWZMJpOY0trt\ndp544gnha961axdDQ0P09fWRn5+P1+vFZrMRjUZRKpXs37+fRYsWYTQaUavV9Pb2Eg6HiUaj9Pf3\no1QqSSQS1NfXs2nTJgCcTicGg4F169aJ3wNEkU26TTIejxOPx/n5z3/Of/3Xf/HAAw8Iwe/xeBgb\nG6O5uZnKykr8fj8+nw+bzSbq6SORCB6Ph7y8PBKJBMFgEIVCwaxZs0S1++zZs4EPN1k2mUx4PB7C\n4TD9/f1YrVZmzJghvv/niN1LieYPy18ynU5HQKYtN+nX6GJcKdvJZz7zGd58801OnTqFzWZjzZo1\nf/byqUQikVzNSLEtkUxhMjIyUCqVYursdDrRarVMTEzQ1dWFxWJBoVCwfv16YrEYmzZt4oknnhC2\niIqKCpLJJDt27OC+++5jcHAQp9OJx+MRPvClS5ficDgYGhoS8XcVFRUEAgGi0ShNTU1885vfpK2t\njT/96U+TRNy2bdsAeOqpp0QJTRqFQgGcEX1z5swhJydHWEk0Go2YtG/ZsoXBwUH27NnDwMAAOp2O\nwsJC+vv7ycnJwWQy0dDQwMKFC8XjNTY2npeDfcMNN7B//34xmb0cz7bZbCYvL0+ko+Tl5YmoQriw\n2E2XB02fPp14PD5pkv3XntL+JX7u9JWNNI2NjcydO/eiP3+lbCcajYabb76ZiooKWlpaPtTyqUQi\nkVzNSLEtkUxhFAoFer0ek8nE2NiYuF2r1VJbW0s8Hmf16tXs2rWLvr4+iouLue+++0TbYl9fHwqF\ngocffpje3l6ys7MxGo0UFRVx6tQpioqK2L59O3fccQdPPPEEGo2G6upqTpw4QXNzMzU1NSxZsgSD\nwUBdXR2pVIpoNEpzczPLli0DzoipSCTCnXfeyU9/+lOSySTBYBCn0wmciS+02+3k5uYSDAZxOBzi\nfjQaDalUivHxcdauXQvAtm3biMfjpFIptFot77//Pg8//DDr1q0Tj3ch0Xn48GGWLl36Z01mtVot\nSqWSQCCA3W7HYDCQSqU4ePAg5eXl54ldm80mpr/paMQruYD4Ya0p8OcL9Su1qPlRP4ZEIpF81Eix\nLZFMYY4fP85LL73EI488QigUwmKx8P3vf5+7776b2tpaYQ0ZGxsTi4OFhYVEIhGmT5/OsWPHmDZt\nmojJCwQC6PV6+vv7heC+//778fv9rFu3jvLycuLxOIODg9TX1zMwMMC8efPo6+ujpKSE/v5+gsEg\n9913H6WlpVRVVTFr1iw2btwopqLpqEIAv9+P0+kUjz0+Pk4ymcRkMlFVVUVXV9d5ohXgBz/4AUuW\nLKGrq4vp06cTDofFtP5C5TTw4Sazs2fP5re//a2YyqeP+8477+SNN96goqJikthNxwwCjIyMXPEF\nxL/EmvLnCvW/RNhfqWOSSCSSqcDHJrbffPNNOjo6MJlMrFy5EoBIJMJrr70msmzvvvtu9Ho9AL/6\n1a949913USqV/OM//iNlZWUA9Pb20tLSQjweZ8aMGXzhC18AEIkBfX19GI1G7rrrLjIzMz+eJyuR\nXCFcLhdtbW089thj1NXV0d7ezsKFC9m5cyf19fUiUi8cDpNKpSgqKqKvrw+DwSCKbIxGI4lEQiz/\nWSwWEokEPT09lJWVoVAoUCgUFBUVkUwm8Xq95OTk0NDQwKJFi+ju7mbWrFloNBosFgs5OTnY7Xbq\n6+tpa2ujurpatDqqVCpxf9FoFJvNhtFoJBAI0NPTQ1FRERqNRhTR9Pb24nK52LVrF0ePHsVoNKLX\n67nrrrvo6urC4XBgNBrp6OgQlojGxkYxfT7bzpGOAPxzMp3VajVGoxG73U53dze5ubns3LlTiOd0\nI2aavLw88Rgf5vE+Sv5coX4lPOcfx2NIJBLJR83HJrbnzZvHLbfcwhtvvCFu+/Wvf01paSmf+tSn\n+PWvf82vfvUrPve5z+H3+zl8+DD3338/IyMj7Nu3j4ceegiFQsFPfvITFi1aRH5+Pq+88grHjx+n\nrKyMd999F4PBwEMPPcR7773Hf//3f3P33Xd/XE9XIrkiqNVq9u7dKxbK5s+fT09PD/X19cTjccxm\nMxaLhXA4TCAQwGg0kkwm0ev1BINBXC4X3d3d6PV6dDodFouFkZERkb5hNBoZHR0llUphMplEi+O5\nHu3q6mqGhobIzc0lJycHg8HA5z//ee6++27UajXf+c53mDlzJmNjYyQSCQwGA9nZ2YyMjNDe3o7L\n5aKiooJgMMjp06cxmUwiZ9tsNtPV1UVOTg6ZmZloNBoMBgMqlQqDwYDBYKC5uRk4YyGx2+387ne/\nE5aR9GTcbrfjdrtFjOHlZjq3t7ezbt06amtr+eY3vznJ4nDu0uCPfvQjMZktKytj//79vPPOOx9p\nhnQikeD3v/89J0+elIkeEolEchXwsYltl8vF0NDQpNuOHj3K17/+dQAqKirYs2cPn/vc53j//feZ\nM2cOKpWKadOmkZ2djdfrJSMjg4mJCfLz88XvHD16lLKyMo4ePcptt90GnLkU/Pbbb3+0T1Ai+Qg4\ncuQIhYWFRKNRDh8+zMyZMzGbzej1eiKRCOFwmGAwSF5eHnBmUXHRokXodDqKioo4duwYADabjUAg\nQCgUYtq0aWRlZZFKpXj//feZNm2aiBNcuHAhS5YsobS0lH379uHxeJg2bRqnT59m586dPPfcc8yb\nN4+Wlhbq6+vFcTY2NqJQKDAajYyMjBCPxxkdHaW/vx+Xy8Xg4CAKhYJIJILdbicUCgFnJp0+n49o\nNIrT6eTee+9l48aNKBQKUqkUkUiEI0eOsHXrVg4dOoTBYKCrqwufz3eencPr9VJTU0NVVZVYpDxy\n5AgKheKSgjS9sJkuxTGbzVx33XWUl5fz1ltvTbKKnDhxgjvvvFMI6paWlo88Q/pqKKuRSCQSyf9x\nVXm2w+EwZrMZQEzj4EzWbUFBgfi59PRNqVRitVrF7VarlZGREfE76e8plUr0ej1jY2MYjcaP6ulI\nJFec7OxsUqkUhYWF9PX1AWeE84kTJ4jH4wDCauF0Olm8eDF2ux2TycR7773Hxo0bgTO2rng8jlKp\nJBqNkpWVRU9PD8XFxSSTSdrb28VVIrPZzIYNG6irqwMQ9emNjY3CY3uhRbfOzk5mz56N1WollUqJ\nSvZ00+PY2BgZGRnnPcdEIkFBQQF+vx+NRoNCoeDJJ58U9+12uwmHw0LcV1VVTapmP9fOkX5fOHtx\n82KCNN1uuXfvXhFJmJ+fz+joKG+99RZZWVnnWUXO5uNY+LsaymokEolE8n9cVWL7XM72Qv6lnB3X\nBWemXenpWRqz2fyBWbNXCyqVSiyLXe2kz+lUObcwdc6vRqPB7/eTkZEhbBWdnZ2UlJRw4sQJUqkU\nAwMDoj3R4XDg9/spLi5GqVQKIfif//mffOpTnyKRSKDT6TCZTITDYUZHR4lEImzevBm73c7y5cvR\narUsW7YMn8/H+vXrcbvdhEIhrr/+enQ6HQA33ngjb775pojZmz9/PgqFAr/fL+rV0xaWgoICLBYL\nKpWKAwcOYLfbSSQS4v/ZLVu2iFSVF198kVAoxJ49e+jp6SGVSvH8889TU1MzSVy/9NJL4rhKS0vZ\ntWsXhw8fZs6cOWi1Wurr65mYmOCFF14gFovR3d3NLbfcct75bW1t5ciRI+JcRKNR1Go1S5YsIRaL\nUVtbK2IOLRYLo6Ojk/5uLnQeVCrVFf2bKCkpmSTw019frfzsZz/j+PHjuFyuj+T8/KVMlfcGkO+9\nVxp5fq8cU+mcXg5X1bMxm82EQiHMZjOjo6OYTCbg/ybZaUZGRrBarRe9/ezfsVqtJJNJJiYmJk21\n//jHP/LLX/5y0uN/5jOfEdYTyV+fadOmfdyHcM2h1WoJBoN0dnZitVrxer2sXbuWxsZG7HY7o6Oj\nZGdn09vbSywWY8OGDfj9fl577TWuu+46XnjhBYLBIEVFRahUKpHskW6K7O3txel08vLLL+P1enE6\nnQQCAXJycvB4PLjdblE609HRwe233y7eyNPLymluv/12/uM//kMIV61Wy/Tp07FYLExMTBCPx6mo\nqBDFNSaTCbVaTX19PR6Ph0gkwvr161Gr1Xz7298mLy+PQCAgWiV37drFwMAARqORhx56iFQqRX5+\nPjqdjhMnTmA2m3niiSdYtmwZqVRq0nR8xowZ502lAXp6eujv7xe2E4DNmzeLyTEw6X7efvvt8+7n\n3PNwpbn99tt5++23OXnyJKWlpXzmM5+5av9x/dnPfsYXv/jFSefv9ttv/7gP65pDvvdeWeT5lXwQ\nH6vYPnfaPGvWLA4ePMinPvUpWltbmTVrlrj9hz/8If/v//0/RkdHGRwcJD8/H4VCgU6nw+PxkJ+f\nT2trKwsWLJh0XwUFBRw+fJiSkpJJj3XTTTeJ+09jNps5ffq0uPx+NaPT6ZiYmPi4D+OyUKvVwtc7\nFc4tTJ3zGw6HmTlzpohKS4vT3NxcotEokUgEhUKB2WymoKCAhx56iKKiIgKBADU1Nfj9ftxuN1lZ\nWfj9fmGVsNls4v+zWCzGyMgIeXl5eL1esrKyePrpp1mxYgV+v5/KykqRq/2zn/2Mm2+++aLHa7FY\nSKVSojjn7KtXyWSSDRs2sHnzZiKRCMePH0ehUFBWVsZrr73GihUrWLlyJaWlpTQ3N7NgwQJCoZA4\nRqPRSHZ2tsgT3759OwcOHMDlctHQ0MDAwACbNm1i/fr1ALjdbvR6PXPmzGHOnDkMDAycd7yFhYX4\nfL5Jk+J0NX0sFqO5uZn9+/cTCAREUc6F7uej5pZbbqGiogLgvN2Yq4njx49PsrwcO3ZMHHeaeDwu\nkmU+qqsDl2KqvDeAfO+90sjze+VIn9trBUXqXMX7EfH666/T2dlJJBLBZDJx2223cd111/GDH/yA\nkZERMjIyuPvuuzEYDMCZ6L8//elPqFSqy47+++EPf0h/fz8Gg4G77rrrsl649OX2qx2DwUAkEvm4\nD+OySHtZp8q5halzfv/nf/4Hq9VKKBTC6/XicrmIRCL4fD7y8vLo7+8nHA5P8jm7XC62bNlCd3c3\nsViMpqYmmpqaRApJYWEhw8PDZGRkiJi/dO51dnY2jzzyCPF4nHA4jMlk4ujRo0yfPp2NGzeyfv16\n4c8uLi7mhhtu4PDhw+JrnU6HUqkkGAyK5c2CggIxoTeZTAwODpKZmUl/fz9OpxOLxUJfXx/vv/8+\nFouFm266ieHhYREVaLVa6ejoYGRkBIVCwejoKLm5uTgcDoaHh0Uix6FDh/jjH/84KbO7urqaG2+8\nUXiaE4kEbW1tk1omf/Ob3xAOhxkaGiKRSPCDH/yARYsWodVqcTgc3HbbbVfdJc+p8vfb2trKokWL\nxOvR0tLCvHnzJv3MwYMHr6qFz6lybkG+915p5Pm9clxoB2Yq87H9C3HXXXdd8PavfvWrF7z97/7u\n7/i7v/u78253Op0ip/ts1Go1X/7yl/+yg5RIrnLMZrMogkkmk8TjcbxeL7FYDIPBwJo1a9i0adMk\nD/P1118vvM6VlZXcc889KBQKEZuXjtyLx+MoFAqUSiV+v5/6+nr+9Kc/ifbILVu2sHTpUrGk6Pf7\nJzUoajQa9u3bx7333iu+/vnPf47H4xHLkU6nk3g8jl6vx2w209/fT35+PsPDw0SjUVFa09vby/bt\n24nFYrzyyiucOHFCeKhLS0vJzMwkFAqd19h4ti2ss7OTpqYmnnvuOSHcm5qaWL9+vRBvF0ryAFi5\ncqXwrC9evJixsTGef/55tmzZQltb20cq/s79QDCVo/3mz5/P22+/zbFjx3C5XH+1MiKJRCK5mri6\nxjESiWQSHySsUqkUExMTeL1eSktLgTOLxTNmzECn07Ft2zY0Gg11dXX4/X7KysoIBAK4XC7q6+s5\nefIkc+fOFeVPQ0NDuFwuJiYmGBgYwOl00traysyZM/nxj3/MF77wBZHjnV40LCoqor+/n/3795/X\nmnjy5MlJX6cbGM8+fqVSiclk4vTp08RiMbRaLQaDAYVCgcvlYvfu3bS2tuJ2uzEajVitVsrKyujp\n6RE53LFYjLKyMl544QV8Ph8A0Wh00mMVFxfj9/snCfdzE0IuJOxyc3NpamoSbZcWi4WjR49SX1/P\n7t27WbRo0Ucq/q5UtN/HIeJVKhW33347FRUVF50Mygp3iUQy1ZFiWyK5ivkgYRWLxfB4PKRSKYaH\nh7HZbNjtdrq6unA6nbhcLsLhMH6/n4KCArF8qFAoePnll7nrrrvo7Oxk1qxZdHV1EQqFyM3NJRAI\nkJubSzweJyMjA61Wy8KFC+nt7SU3NxeVSsU777yDwWDg8ccfp7KyEo/Hw8yZMy/qb9ZoNKjVapHh\nnZ5upz2ParVa7Fl0dnbicrkYGRnhy1/+MrfddhsFBQUEg0GSySTHjx8Xk22j0YjNZqOvr49169aJ\nc/Otb31L7HDA/1WBpz8YDAwMnFcJfq6wSx9DOvkkHo+LDxBVVVX4/X5WrVr10fwx/P9cqUnv1ZrP\nLSvcJRLJVEeKbYnkKuaDhJVCoRDebL1ez8DAAIFAgFQqxalTp/jJT37CihUrUCgUdHR0iAnt7t27\nWbp0Kb29vSQSCQ4cOMC8efPo7u6eZCfJyckhKyuLDRs2sGnTJvLz87n33nux2+2iHv7sBclQKMT+\n/fvxeDzk5uayfft2YV+ZP38+yWSSwcHBSe2V6Qp3j8fDHXfcQTwex+Vy4ff7CYVC4pj37dvHww8/\nzGuvvcaMGTPwer3YbDaGh4fRaDQUFBRMEspnZ/PD/1WBp0lPct966y0h4s4VdmfHZIVCITweD1lZ\nWYRCIaqqqpg5c+ZHLv6u1KT3arVryAp3iUQy1fnYFiSvVqbKosNUWXIAuUTyl3Ducti5C2QHDhxg\ndHSUkZERpk2bRn9/P3l5eeh0Orq6usjOzsZkMvGLX/yCW2+9VSwVms1mRkZGxAKl0WgkkUhgsVgY\nGxsjNzcXi8XC8PAwfX19OJ1O1q9fz5o1a4AzC8hOpxOFQkF7ezsqlYoXXniBxYsXY7VaqaurY/fu\n3cJbbbVamT17tvg7CIVCBAIB8vPzMZlMDA8Po1arGRsbw2Aw0N3dzdy5cxkZGRET8HA4jFKp5Pvf\n/z733nsv8XicgYEBlEolNpuN0dFRDAYDfX19OBwOsrOzL5mMcjmLd//2b/9GaWkpg4OD+Hw+ioqK\nGBoaIisri09+8pMfy2JkMpmktbV10qT3XLvHh/n7/aC/tSuBfG+4ssjze2WR5/fKIRckJRLJR8YH\nXUJXq9UYDAaSyST9/f3k5uai1WpJJBLEYjEyMzOJxWLccsstIhJPqVQyNjbG8ePHKS0tJZFIkEwm\nMRqNwgd9+vRpent7efbZZ/H7/TQ1NYlJ8te+9jVisRibNm0CYOvWrUKgpfPtY7EY3/nOd3jggQfw\n+/2UlpYSiUQIhUIYDAai0SjxeFxYM9RqNQ0NDbS1tdHU1ER1dbVITqmpqaGzs5P8/HwsFgv/8A//\nQDQapba2lq6uLjQaDVu2bMFoNKJUKtFqtej1euBMXfrFBOnlTHKzs7N54YUXWLp0qVgW1el0rFu3\njsbGxo9l2nqlJr3SriGRSCRXBjnZPoep8gl1qnw6Bfnp/0qyf/9+/H6/aD8cGxsT094dO3aIApez\nGyHPrkdPpVI0Nzeza9cuAoGAyNl2Op309vbS3d1NYWEhzzzzDAcOHOCLX/wiX/nKV+ju7hbLliqV\nSsTiPfvss3zzm9+8YLyeQqHg3XffZfr06ZP82oODg0SjUfr7+ykqKuKZZ55h5cqVBAIBMjMzOX36\nNDt37mTz5s18/etf5/XXX2d0dJR4PE4gEMBmswnfeU9PDz6fD6vVSmlpKV/5ylcuOrU+d5J7ro9b\nqVTyv//7v3R0dIjzlk54AWhsbOTOO+/8yF/zy2Gq/P3K94Yrizy/VxZ5fq8ccrItkUiuGgoLCxkf\nH2fbtm1UVVWJN6hAIMCTTz6JXq/H7/eL0pr0MqHZbBbRelu3bsXn84m6d4B33nkHh8PBDTfcQCQS\nYfny5dx9991kZ2ej0Wh49tlnqaur48EHHxQT6Pr6elatWkVhYSHPP/887e3tk+L1vvSlL4kM8Pnz\n5zM4OMjx48eZNm0awWCQ4uJiRkZGePDBB9Hr9cTjcYxGI8FgkLq6OoaGhojFYrS3t7Nu3TpuvPFG\nqqqqOHXqFC6Xi1AohM1mE+USx48fBy4+tT57kmuz2VizZo2YlKfF+dnT8IKCAmprawFkKoZEIpFI\nLhsptiWSKUw4HGb27NmUlJQwMDBAZmYmwWCQvLw8hoeHcbvdPPDAA9jtdjIyMsTUu7+/X6R5PP74\n4+zYsYNwOExmZia9vb0isWR8fJzBwUHh6TYYDDQ0NOD1enn++efZvXu3sB0Eg0HWrl0r7CXnxusp\nlUo0Go1oZUznclssFiKRCB6PR/jAT506RXFxMePj46jVapGRnU4I0Wg0/OlPf+KVV14Rk3aXy8XL\nL7/M22+/LSbqcHFhfLYdo6Wlha6uLmCyONdqteLnBwcHqa2t5fDhw3ziE5+QNguJRCKRXBZSbEsk\nVymXk3usVqtpbm5myZIljI6OkpWVRVZWFgA9PT1UVlYKC0ZajPt8PkwmE9OnT+fEiRPU19czbdo0\nwuEwfX19oq7997//PTNnzkSn09Hf308qleLpp59m9erVHDp0iLlz53Ls2DEUCgVr165l8eLFADQ1\nNbF161aee+45UWOuVqtJJpOYTCaGhoZIJpMYDAY0Gg3Hjh0jNzeX4uJiTpw4wfTp0yksLOTEiRMU\nFxdjt9uJxWIsXrwYi8WCxWJh7969dHV1UVRUxCuvvMKCBQvo6+tjwYIFzdmWKgAAIABJREFUzJ49\nm+zsbFwuF08//TQzZsz4QGF8sYSPYDAoznNWVhajo6P8/d///ZQukpFIJBLJR4sU2xLJVcrl5B6b\nTCYWLFjAwYMHsVqteL1ewuEwzc3NPPnkk3g8HmpraxkfH8fpdNLT04NerycSidDd3S0ys30+H9Fo\nFLVajUKhoKuri5KSEnp6enA6ncLDff/996NWq/n2t7/Nnj172Lx5szg+q9UKgN/v59SpU9TU1ABQ\nVVXF9u3beeONN4Q9JBgMkpOTg0ajQa/Xo9Pp0Ol0jI+PE4vF6O7uxuFwEI/HMRgMuN1uYfF49dVX\nRY18d3c39957L48++ih1dXU89thj4niamppYu3Ytb7zxxgcK44stB1qtVu67775Jvu4rndAhkUgk\nkmsLKbYlkquUy0nLSNsqBgYGsNls6HQ6Ojo6qKmpEQL6G9/4Bna7ndWrV+NwOIR9Y2JiArPZTHd3\nN7NmzUKhUADg9XrJzc0FIC8vjx/96EcsXLhQtDsGAgH27duHXq/nhRdeoL+/H61WSzKZZNu2bWRl\nZU3yNlssFmKxGMeOHWP27NmkUilisRhqtRqtVktJSQnJZJJIJEJJSQnxeJzCwkKxnBmJRKisrESr\n1VJcXEwkEsHhcIgYQ51Ox+LFi4lEIuzZs4eenh7sdjs7d+4kFovR0dHxgckdF0v4GBkZwe12Mzo6\nisViEaU6lzPVvtSVibO/Z7PZGBkZweFwyIm5RCKRXINIsS2RXKVcbnmJUqnEYDCg0+no7e2luLgY\nvV6P1Wrl6NGj7NmzB6/Xi8PhIBgM4nQ68Xq9FBYWEg6HRUtiLBYjEAhgt9sxm82MjY3R09PDHXfc\ngcFgENNtp9PJtGnTaGtrw+l0kpeXJyrSb7jhBo4ePYrb7Z6UUKLRaMjJyRHWkby8PIaGhlAqlfT1\n9WG321GpVCiVSsxmM62trUQiEfLy8giHwzidToaHh1EoFOj1ekKhEGq1GqVSSSQSITs7m5GREZ56\n6imRWpI+b5faaP8gq47D4Zg02a6urqa1tfUDxXsikeB3v/sdS5cuveCViXOvWrjdbu67776rprVR\nIpFIJH89pNiWSK5SbrjhBvbv3y+E4Jw5c877GYVCgUqlYmxsjJycHBwOB16vVxTbDA0N0dfXJ1om\n0yLX6XSiUqlIJBIiw9psNhMKhVCpVJw4cQKHw4HJZGLdunWsXbuWjIwMxsfHiUQiqFQq1q9fj91u\nZ/ny5Wi1WmH/SEfj5efns3nzZqqqqpgxYwYajQav1yt82f39/WRlZeFwOEgkEoTDYU6fPs2MGTOY\nMWMG3d3d6HQ6cnJyeO+994AzPvTi4mIUCgXxeJxIJILZbMbhcNDX10d9fT3BYFBMo61WK3a7/aLn\n+IOsOuXl5TQ3N9Pa2jopWeWDBHFbWxvvvPPORa9MnHvVYnR09KpqbZRIJBLJXw95vVIiuUo5fPgw\nS5cuZe3atSxdupS2trbzfub06dPodDrsdjvBYFBUn6dSKdGsaLPZMBqNGAwG4vE4drudH//4x7S3\ntxMIBMjOzkalUhGLxYhEIsTjccrKylAoFExMTFBdXU1WVhZ9fX0MDQ0BsG3bNvbu3cuDDz4IwM6d\nO3niiScwmUyi3tzv99PV1cXatWsBRINkaWmpyNk2m8309vaiVCrxer04nU5ee+01AFKpFKlUCq/X\nC5yJOTQajVgsFsxmM3l5eZw+fZrx8XERC5hIJGhoaADOfBC57rrrmD179kXP8YWsOmejVCrJyspi\n+/bt1NTU4Pf7cblcH/jadXZ2Yjabxbk498pE+qpF+nsWi0XGCUokEsk1ipxsSyRXKZfj2dbpdPzh\nD3/gpptuQqvVEolEhFXj5MmTFBUVYbVaaW9v5/HHH2fZsmV8+tOfZt68eRQXF6NSqcTiYVpcw5mM\n6ry8PPR6PWazmWQySSqVYv78+fT39/Pwww/T09NDbm4uy5cvF5NhpVIppsqzZs1i48aNxGIxjhw5\ngkKhwGw2o1ar0Wg0JJNJfD4fTqeT/v5+ysrKiEQi3HHHHaJcpqenh6ysLAoKCkTiSTAY5KWXXqKy\nslJYTYaHhykrK2P79u1UVlYSCoW48cYbWbBgwSU90B9k1Uk3cZ49Kb+civbi4mKeeuop3G43oVDo\nvKjAczO+R0ZGaGlpkXGCEolEcg0ixbZEcpVyOZ5ti8VCRUUFJ06cwOVyEY/HsVqtpFIpbrjhBoaH\nh+nv78flcrFr1y4RZedyucSiYl5eHkajkfHxcTQaDVqtFp1Oh0qlEoUzubm55Ofn093dTV5eHk8/\n/TQLFy4UfuO0EPX7/dTU1Ah/s9frRaPREIlEuPPOO3n77bdRKBTY7Xb6+/vJzs5GrVZTUFCAQqEg\nMzOTw4cPU1BQQDKZRKFQYDKZqKqqwu/3izr4rq6uSWkn27ZtY+PGjSxcuBC1Wo3ZbJ5UqX4xb/YH\nVZS3tbXxm9/8RkzL4Uxz5Ny5cy/52pWXl9PY2EhXVxc333zzeV7wK1W5fiW4nAhKiUQikVwcKbYl\nkquUDxKCgCiacblcDA4OkpWVhdfrxWazMT4+jkKhYGhoCJPJJBJDlEolAwMDmEwmamtricfjbN++\nnXg8jkqlIhqN4nQ66evrE0U4o6OjlJaWkpubSyAQYPXq1Rw7doyhof+PvXOPjrLM8/yn7vfcqlKp\nSt0CCZFrQG2Htp3e3ZnunrM9elo8Yzutts4s9miroGhLK0wk3rgoKG0LjME1KjPYs7O9R+ye657Z\n2bO7Z3t6oNsOIAiBQFKpSl1SVUmlLknd9w9OPUu4SBBiAz6ff8TiraqnnjdUvu/v/f6+vzF8Pp8Y\nta5QKNi4cSMtLS0UCgU2bdpELpdj586dFAoFstksCoUCnU6H1WplZGQEvV4vklDS6TSzZs0ik8kQ\ni8Vwu92oVCpWrFhBoVCgu7ubhx56aMpFSNWCoVAoeOmll+js7BRCvHo34Hze7AuJ3tPtINXnTsdG\ncjWJ6QsxnQhKiUQikZwfKbYlkiuUauVVoVAwMDAAcFZVUa/XMzo6SjAYxG63YzAYaGxsZGRkBK1W\nSyAQwOl0MjAwgFqtplQqEQ6HmZiYwGaz8fzzzxMOh1Gr1RiNRmw2G7FYDL1ej91uJ5vNYrFYsNvt\nlEolLBaLEMwej0eMgC8Wi0xOTopUk2AwSDabZfbs2VOSQRoaGggEAuRyObRaLaVSiUqlgslkolgs\ncvToUeBU5GBzczOlUol4PI7H42FoaIhHHnmE9vZ23n77bYaHh3G73cTjcf7yL/+ScDhMd3f3OUeq\nT8eScy4aGxun2EHmzZs3LRvJb6saXH1fv9+P1+u9LO/7WfdOIpFIJKeQ9wIlkiuYalXx0UcfZdmy\nZezfv3/K3w8MDFCpVERVWqPRCNFcFaP9/f0YDAauu+46PB4PuVyOlpYWkskkfr+fN954A5vNRj6f\nF5aT6mAbgOuuuw61Ws3g4CC5XA6VSsUzzzzD0NAQb7zxBkNDQ2g0GnQ6HRqNBq/Xi91ux2g0MjY2\nRmdnJ1u2bOHZZ58lm80CEA6HUSgUtLW1EQ6HSSQSKBQKZs2aRaVSQafTidHyGo2Gp59+mnXr1lEs\nFtm8eTNGoxGHw0EoFKK+vh6dTieyu5977jleffVVPvjgA3E34MyGxOk2Ip6es202m3n22Wfp7++/\n5PM2U1Tf9+GHH75s7/tZ904ikUgkp5BiWyK5grlQWkZNTQ2JREIIz0QiAZwaM67X60kkEtTV1VEo\nFIjH4+h0Otrb24nH46RSKTweD0888QSjo6NotVocDgeDg4PCngIwOTnJ1q1beeONNzh+/Dijo6N0\ndXXR09NDMBjkpZdeorGxkePHj1NfX8/g4CCHDx+moaGBYrEIwL/8y7/Q1tZGpVKhpqYGr9fL4OAg\nhUKB2bNnE4/HyWaz/OxnPxN/V43ss1gsrFixgnfffRebzcYTTzxBT08P5XKZYrGIRqPh5MmTWK1W\nDh8+jE6n46677hI2Efj/lpzt27eLRsRSqURvby979uyht7eXcrl81v5XIwVPTyP5tNzu6Z63mWIm\n3vdceyeRSCSS6SNtJBLJFcyFmiSLxSJNTU2iYlwul9FoNDQ3N/Pxxx/jcrloamoiEAigUCiYnJxE\np9MBYLfbiUajABgMBiYnJ8XrVpsYjx8/Tnt7O48++iihUEhMq7RYLGzatInBwUHcbjdjY2P09PSw\nZcsWsa5oNMrs2bMJBoMsXbqUH/3oR6xbt45YLEYsFqOlpYVEIoFWq8XtdjM+Ps6tt95KIBDA6/XS\n398vrCrxeJxCoYDRaCSTyfDd736XkydP4nQ6+cu//EvuvPNOPvnkE+bNmyeG45zOuTzUvb29F/Qi\nd3R0kE6n2bFjB7FYDDhV7b7U8zZTzMT7Xkv+c4lEIvltIMW2RHIFc6EmyVKphNVqJZ/PiySRWCyG\n0WikpqaGuro6tFqtmP7Y2NhIsVgUDZDVwTR//dd/TaFQIBwOM2/ePLLZLP39/SIeMBQKiWZFh8PB\n4cOHMZlMuN1uAoEAsViMBx54gEqlAiDWtGnTJlasWMEnn3zCrbfeSiaToba2Fjg1oMbj8WA2mwkE\nAhgMBhKJBM3NzWQyGVQqFWNjY7jdbiKRCJVKha1bt7J+/Xr+6q/+invvvZdAIMB9991HIpEQ6Ssu\nl2tanunpeJGVSiUWi4Xvfve7QsDu2bPnks/bp3Epfu/pDEKSSCQSyeeLFNsSyRXMhaqKJpOJUCiE\nQqFgYmKCcrmMzWYDYO7cuajVasbHxwkEAthsNk6ePIlSqcRqtVIoFNi5cyexWIxUKiUSQapVcrfb\nTTAYFCK7WCyi0+k4efKk8Fvn83msVitwamLk+Pg4bW1tjI2NYTab+YM/+AMhhCORCAaDgUwmI7zh\nZrOZgwcP4nK5UKvVwnZiNpuJx+PYbDZUKhWvv/66ELtGo5E77riDgwcP0t7eztDQEG63m9HRUdra\n2pg/fz4HDhy4YNV6ulXg66+/nr//+7+nr6+PxsZGQqEQcHaz6sWct08T1JeS/lEdhPRZnisj/iQS\niWRmkGJbIrmK0Wg0QrwuXLiQVCrFkSNH8Pl8ZDIZDAYDr776Kj/84Q+ZnJzEZDLh9XrRaDTs3buX\n+vp64JS4zWazOBwOhoeHaWlpoVKp0NzcjMlkorm5WXi+K5UKra2t7Nixg7GxMR577DFKpRJqtZqf\n/OQn3HnnncRiMVHBzmQyvPHGG3R1ddHY2EgmkxEizu/3C6FcW1tLqVQSzZ5vvPEGarWa119/nXff\nfZehoSEcDgfRaJREIsGrr74qRGVPTw/19fX09fVRqVSEHxxOVa2PHTvG4sWLp4jH6VafVSoVX//6\n1ykUCtx+++2XJQLv0wT1paR/XMpzZcSfRCKRzAxSbEskVzk6nQ6FQsH4+Dh6vZ7W1lZOnjwpxpl/\n7Wtfo1KpiKi9YrHIe++9x9KlSxkYGGDOnDkcPnyY2tpaIpEIXq+XbDaLWq1Gr9czPj7O0NAQXq8X\ni8XCf/tv/41bb72VG264gUWLFnH8+HHa2trEoJuhoSFaW1tJJpO0t7fT19fH8uXL8fv9tLa2Aqe8\n5eVyGZfLRbFYZGJigtraWvR6PQaDAaVSycqVK/F6vRSLRTE2vlAo4PP52Lx5s/BRNzU1EQ6HWbt2\nrRCKu3fvnlK1TqVS7N+/f4p4vFgv8uWMwPu017oU3/WlPFdG/EkkEsnMIMW2RHKFMp3b+lVRNXv2\nbPL5PH19ffh8Pq677jpGR0fJ5XJi2uHw8LCoFq9fv55QKCS83DfddBPDw8NUKhUxVj2ZTDI8PIzL\n5cJisQgBdscdd5BMJlm8eDGRSASFQsGrr77KXXfdhUqloq6ujnA4jMPhmJKxXRXLlUqF+vp6lEol\nR44cESPlC4UCdrudzZs3s3fvXvGc1tZWstmsSD/x+Xxs2bJFHFON5jtdKFZHuh84cACLxUJ3dzdr\n1669JPHo8/kuerjN+fg0UXwpfu/qc6sXRxfz3N9WU6dEIpFc60ixLZFcoUzntn7Vq20wGCiVSmg0\nGtEsmc/n8fl8TExMkE6ncblcolpsMpn48Y9/TLFY5Mknn6RSqYjmxkqlgsVi4cSJEzidTgKBAHq9\nnomJCerq6kilUnR0dPDOO+9w9OhRurq6+Pa3vw1Ac3Mzv/nNb7BYLLz22mu8/fbbRKNRamtrGRsb\nQ6vVinHww8PDeDwe1Go1zc3NHDhwgMnJSVatWoXf78dqtZJMJqlUKqxYsUII65GREb7//e/z7//9\nv2fevHk8//zzLF++fIpQHBkZwWq1TvF6X6p4VKvVU0bTT2e4zfn4NEFdveD5LFSr9V/5yleYmJi4\nbGuSSCQSyWdHim2J5AplOrf19Xo9+XyekydPMmvWLJqbm8X0wPr6eiKRCHV1dSSTSSYmJvB4PPj9\nftra2njssccIhUJiiqNCoUClUgFw+PBhmpubSSaTZLNZtm7dSjQapbOzk507d/Lggw/y+7//+9xy\nyy08++yz3H333WzZsoW33nprisAtl8t4vV7RtPfhhx8KwV0oFFAoFNTU1PDhhx/S1NSETqdDrVbj\ncDgIBoO4XC7MZjOrV6/GbDbT09PDxo0bWbNmDV1dXQwNDfHcc88xPj4ufN2VSoVt27bx/PPPX1bx\n2N/fL8bAA2zfvl3cNbhYPs3C8tvyTsuIP4lEIpkZpNiWSK5QpnNbv1QqoVAoKJfL5HI5TCYTCxcu\nJJ1OEwqFsNlswi6iUCgIh8N4PB6OHDlCa2sr27ZtY3BwkH/6p38SrwfQ1tbGsWPHcLlc1NfXs3Ll\nSjweD2vXrhWDbN59913+9E//lEKhQE1NDRqNRkyMrFZ/lUolIyMj7Nixg6NHj2IwGIjH4/j9fnw+\nHw0NDRQKBW655RYCgQAej4fR0VF0Op0Q5Tt27OCee+5hdHSUBx54AKPRyPLlyxkfH8fj8XD06FGM\nRiNWq1VYVTQaDQ6H45LFY6lU4vDhw4yMjGA0Gj8Xm4X0TkskEsm1hRTbEskVynRu66vVasxmMx6P\nR4w3P378uPBZ/+Y3v2HevHlYLBZhAwmFQsyZM4dUKkVXVxeRSIR0Oi1sJACpVEo0U5bLZSwWCyaT\niQ0bNgg/cC6X44UXXqBcLtPe3s7u3bsZGRmhubmZcDgsGhdtNhuDg4O8/vrrpNNpfu/3fg+NRkOx\nWGR8fBy/34/H48FqtXLgwAHa29tJp9NMTEywevVqotGo8H6vW7eO1157DYCxsTERc1ipVPjxj39M\nd3c3hw8f/lSbx8VE3B04cIBoNMpDDz2E3W6ns7MTs9nM3LlzZ8xm8UXxTlcneB47dgyr1Yrdbmf+\n/PkyblAikVxzSLEtkVyhTOe2vlqtJpFICMFqNBppampCqVQSj8dZuHAhRqORwcFBrFYrIyMjuN1u\nJicn0ev1hEIhPB4Per2ecrmMx+NhcHAQn8/HP//zP3Pvvfdy/PhxFAoFq1atmtLsuG7dOuGjPn78\nOD6fj1QqRSqVwuFwoFQqqVQqKJVKenp66OzspK6uDofDQblcZnBwEI/HQ1tbGzqdjsnJSVQqFXq9\nHrPZjNlsZtWqVbhcLgKBABMTE2g0Gurq6nj66adFMsmmTZtIJBKsXLmSZ555hmAwCJzf5nExNo1j\nx46RzWYpFAoEg0G6urp45ZVXWLJkyeU5yefgi+KdPvM8dHZ2UigUZBVfIpFcc0ixLZH8lrmUYSIa\njQaNRoPH4yEcDmO1WjGbzRgMBuBULGCxWCSTyWCz2fD5fAwNDdHY2IhWq8VgMBAOh/mHf/gHMSrd\n5/MRi8W47777yGQyVCoV5syZw1tvvcXIyAgOhwOVSjXFR71hwwY0Gg25XA6tVovf76e7u5toNMrG\njRvp6uri8OHD/If/8B8IBoPCRlJdm1Kp5OTJk+TzecrlMtlslkOHDmE2m1mzZg3Lly9n586ddHZ2\niujC6gWGUqkUo9+r4+fPrAifvsf5fH7aNg2bzSbEYPW/Ho9nRs/vF8U7faZdJpVKScuMRCK5JpFi\nWyL5LXMpDXGpVAqDwUClUsFqtRKPx9Hr9QwMDGC321Gr1dTW1mKxWIRlw+fzsX//fjo6OpiYmMDl\ncuH1ehkaGqKpqQmNRoPVasVoNFIul9Hr9RSLRYrFItlslv379/PlL3+Z66+/Hr/fz6ZNm9Dr9fzF\nX/wFt9xyCwaDAYfDwcqVK3E4HJhMJgYGBlAoFKIpsqGhgUqlwvDwMF6vl3K5jNlsZs6cOUSjUWw2\nGw0NDSQSCTZt2iQq1i+99BLd3d38yZ/8idivXbt2sWzZMmHzsFgstLe3o1ar2bNnjxjQc8cdd1Ao\nFHjhhRembdOw2+0cO3ZMxA5Wc79P50Ji+vNseKyupdokeyVPgTzTLlNTU3PNWmYkEskXGym2JZLf\nMpfSEGcymcjlcmc9Vi6XheAKBoPEYjE0Go0Q1VUbhFKpRKlUUltbS7FYFGLc5/MRDAYpFAqoVCoq\nlQovvvgig4ODaDQampqayGaz1NbWolKpSCaT/N7v/R5arRaFQiFGravVag4dOsRzzz0HwNe//nVq\namqoVCpTmiSTySTlcpl8Po/L5WJ4eJh4PE5NTQ0qlYrly5czMTFBe3s7+Xye7u5uYrEYNpuNSCQy\nxebx2muvoVAouO2224SQe/nll8Ued3d38/bbb5NKpS5o05g/fz7JZJJ9+/aJKvuOHTumHHMhMf15\nNjxeTVMgOzo62LNnz1mebYlEIrnWkGJbIvktc76GuOnYDyYnJykUCmQyGUZGRoStYmRkRNg0tFot\nxWIRl8tFoVCgubmZyclJYrEYTqeTsbExampqprzuiRMnRFXb5/Nx8uRJ1q9fL7KxE4kEdrsdvV6P\nQqFgcnISn8+H3++nubmZQCBAMBikp6eHBx54ADhl7QCmxAzm83nS6TSjo6O43W5RNa6Kf41Gw6ZN\nm7j99tuxWq0EAgFhT3nrrbf4+OOPue6666bsn9Vqpa+vb4rAbWxsFMdEo1GsVitf+9rXLnhulEol\nX/3qV6mvr+fYsWPs2LHjLHF+ITH9eTY8Xk1JJkqlkptuuok//MM/ZGRkRKxbIpFIrjWk2JZIfsuc\nryHuwIEDwvpwvirl5OQk6XQak8kEQDAYxOl04nK5GBoawuFwEI1G8fl8WCwW+vv7sdvt9Pf309LS\nglqtZmBgAJ/PN2WQisPhIBKJEI/Hqa+vR61Wk8vlUCgUbN26lccee4xyuUyxWKRQKJBOpzEYDExO\nThIMBmlqaiIYDPLCCy9gMpnYvn07jY2NqFQqxsbGGB4eprm5mbGxMfR6PblcjlwuRywWo7W1lXK5\nLOwm3/3ud6mrqyMejzNnzhwef/xxJiYmUCqV1NTUkEwmp8QNRqNR0UxZ3Tu73f6Zmw5VKhVf//rX\nWbx48TkF4YXE9OfZ8PhFSTKRSCSSqwkptiWS3zLna4g7duzYlCplX1/fWcc0NjZSKBTo7+/H5/Mx\nd+5cQqGQSOqYnJwkn8+j0+kYHx+npqaGQCDA3Llz+eEPf8iKFSuoq6vjyJEjOBwO6uvrqVQqHDx4\nUMTxTU5OolarRcLJk08+iUqlYu/evZjNZv7u7/6Op556imQyiclkolgssmbNGjEEx2AwcO+997Jn\nzx5qamqoq6ujXC4LIR8MBmlubiaRSNDU1IRCoUCpVFIqlVCpVNhsNu6//34AXnnlFZqamvje977H\nhg0bMBgM2O12SqUSiUSCfD7Pj370I4ApVpFqpNxMVHkvJKY/z4bHSxnXLpFIJJKZQYptieQKxWaz\nTalSNjY2nnVMuVw+689Go5FQKIROpxPCVaFQoFAoiEQi+Hw+8vk8r7zyCqFQiGKxyO/8zu/g9/sZ\nHR2lpqaG6667jmw2S6VSIZPJYLfb8fv9LFq0iF27dnHrrbeyePFiBgcHeeKJJ9iyZQt79+7F5/Ox\nceNG7rnnHpFUsmnTJv76r/9ajH5vbGykXC6TTqexWq0sWLCAeDyORqMRDZPJZBKn00kikRBjx6tJ\nIJVKhe7uboaGhvB4PBw+fJj29naamppEHnfVTjIdq8ilciWlh1zKuHaJRCKRzAxSbEskVyjVdI2q\nPUKr1dLb2zvFu10qlcS0xFAoJAa56PX6KU2ICoWC4eFhHA4HarUag8FAuVzGZrPR29tLKpWaMtSm\nWCyyf/9+5s2bx3vvvcf999+Px+MhGAzyx3/8x5hMJo4cOUJbWxuxWIw/+7M/46677hIj15csWcLQ\n0BAbN25k69atQoi//vrrjI2NEYvFcLlcVCoV0um0yPyupqE0NjZy8uRJPB4PTU1NrF+/HqfTSTab\npaamhmAwiNvtJh6PM3fuXMxmM6+88gqdnZ2k02muv/76z7WqeynxjRKJRCK5tpG/DSSSK5T58+dz\n44034nK5AHjyySdZtmwZ+/fvF8eoVCoKhQIjIyNCvAYCARoaGhgfH8fr9QovtsPhIBwOUygUyOfz\n+P1+IXCz2SwKhULkcx8/fpz29nbMZjOPPPIIuVyOYrGIXq9HrVYzPDyM2+0mnU6j0+lIJpO4XC6C\nwSD/+q//Sn9/P2q1mkwmw969ewFEkolWq6VQKKBWqzEajQwMDJDL5fgv/+W/EIvFCAQCIq+7UqlQ\nLpf58z//c5YvX45Wq+Wdd97B5XKJJk2DwUAkEuHWW28llUphsViwWq2fq9itpoA8+uijZ50jiUQi\nkXyxuejK9tDQEMFgkC9/+cszsZ7fKpOTk2g0mvOOeb6SUCqVQhhd6SgUCrLZ7FWzt3Bl7G+xWBRi\net26deJxv9+PSqViYGCAuXPnika4UqlEIBDAbrej0Whwu91MTEyQSCSwWCyEw2GRe10oFAiHw7S3\ntzM2Nka5XCaXy1EoFFAqlfh8Po4fPy4E8ZEjR7DZbGLcezUSLxwOi8r56Ogozc3NVCoVGhsbqa2t\nFQK7au1Ip9MigjCXy4lGyaoXvFAoMDw8jE6nQ6vVolar2bJlC4DPlA1OAAAgAElEQVRodLz//vsZ\nGhrCZrMRjUaFR3vDhg1EIhFmzZrF4sWL0Wq1l+U8KBQKkskkv/rVrzh69Cg2m42mpiauv/56VCqV\nOCen++uHhob4yle+clne/7NwJfz8Tgf53TCzyP2dWeT+zhynN+xfC0z7p8Pv93P33XfT29uLQqEg\nnU7z05/+lH/8x3/kP//n/zyTa/zc0Ov1pFKpqyKCymAwXDWezOqI7Uwmc1XsLVwZ+9vb28uyZcvo\n7OycIlhtNhvf+ta3KBQK/N//+39xOp34/X4xZr2xsZFSqUQoFCKTydDQ0MDo6Kiwmuj1ehoaGli0\naJFopKurq6NQKFAsFkXkX2trK9FolIaGBmELqTZQPvzww2zYsIG/+Iu/YPny5aTTaRYuXIjBYBCN\nijt37uSxxx7jzTffZHR0FLvdjkqlwul0EgqFqFQqVCoVcrkcDodD/D+cuvB97733iMfjrF+/nt7e\nXpHPPTg4yOTkJENDQ7z44otiXwYHB8UI+cuZL63RaNi/fz+33377lNHi+XxevIfX651yjrxe72/1\n5+dK+PmdDvK7YWaR+zuzyP2dOapRsdcK0xbbDz30ELfeeiv/5//8H6xWKwDf+MY3+MEPfjBji5NI\nvshUM5OrY8oNBgMLFiwQaSNwqikyEAhQqVRoa2sjnU6zf/9+3G43RqOReDxOoVDAbrdz8uRJ3G43\nWq1WPO71evH7/SgUCiwWi3jvcrlMf3+/GOteLpfx+Xxks1kAXn75ZSYnJ9m4cSOhUIiWlhaMRiPv\nvPMOS5cuJZ1O8/jjj7N27VpR3e7s7OSb3/wmgUBARAbCqYvcavrIU089hcvl4rHHHuOP/uiPmD17\nNps3b+ajjz4CYPv27Xg8HtasWcOKFSvYsWMH4+PjNDU18fTTTwOXP1+6WCxy6NChTx0t/nnG+0kk\nEonk6mLaYnvv3r383d/9nUg2gFODJ5LJ5IwtTiL5InFmk111EEt1TPnu3bvF5MdqFXV0dBSlUsnQ\n0JAQxj6fj7q6OqLRKGazGY1GQ39/P16vV8T/1dbWks1m+dWvfsWNN95IpVIhFouhUqkwmUzi37XB\nYKBYLKJUKunr6xPrCgaDWK1WisUilUoFg8HAwMAAd911F7FYTEyg7OrqYnR0lEwmQ3d3NxaLBafT\nydDQELNnz0apVBIIBHC73ahUKu677z4WLVrE6OioGBF/8OBB8ZlbWlool8t0dXURCoVQqVS0tbWR\nyWSIRqPiuHMlt3zWc/Jv//ZvjI+Pf+po8UtNJCmVShw+fJiRkRFisRhz5sxh8eLFsslSIpFIrgGm\nLbabmppE01SVw4cP4/V6Z2RhEskXjTNHbb/++usijcRisTA+Pg5MraICWK1WSqWSSB4ZGxsTr1EV\nw2azmXK5TCaTwWKxcPLkSZqamli8eDHDw8PY7XYSiYRoeoxGo8yaNUv4wFtaWvB6vYTDYZqammhr\nayObzeL3+3G73QwMDIiplFu3buXBBx/EZDJhMBhEBOHKlStxOp1nTatUKBRUKhWi0Sjz58+nUqnQ\n09PDwYMH2bBhg9iDRYsW0dHRwc9+9jNisRipVIpiscjQ0BCVSuWce3WpHDhwgL179/L+++/zwgsv\nANDc3IzD4biso8UPHjzIr3/96ym2mCt51LpEIpFIps+0xfZTTz3Fbbfdxpo1aygWi/zkJz9hw4YN\nPPPMMzO5PonkC8OZo7ZNJhOPP/64EF/vvfcev/jFL0QG9be+9S2OHj3K+Pg4+Xwei8Uimvk0Gg0a\njYbW1lYikQjZbJaGhgZ0Op3wRWezWSwWC/l8nlmzZgEI3/f1119POBzG7/fj9Xr5r//1v3LjjTfS\n2NhINBqlVCoxMDAgKsiFQkFYSVauXInb7SaTyaBSqcjlcoRCIQBqampIpVI0NDSQz+cJhUKiWfLt\nt9/m7rvvprGxkW9/+9s8/vjjrFu3TthQqr0hJpOJVatWTfFPKxQKXnrpJfHYnj17Lss5OXbsGGaz\nmWg0ypo1a8RrL1y48JJf+/Q7Gfl8nvHx8atm1LpEIpFIps+0xfby5cuxWq10d3fj8XjYtWsXL774\nIsuWLZvJ9UkkXxjOHLWt1+unVGv7+vpYv349nZ2dPPzww3zwwQcoFAoaGxsxmUzE43Exer2hoYFK\npSJsCbNmzRJj1U8X3cFgkG3btp2VLuT3+9HpdCJ28IYbbsDtdmM2m0WaiclkEvnfGo0GlUqF3+8X\njZiNjY3k83lyuRxNTU188skn1NXVAYiIQofDgcFgoFAo8Md//MfY7Xai0Sjr1q3Dbrfz4IMPiqjA\nkZER9u/fj8lkEvsyf/58nn/+eYrFIp2dndTU1NDe3n7ZPNM2m40f/ehHlz2/u1Qq8ctf/pJ7772X\nQqHACy+8QE1NjRy1LpFIJNcgF5VVc/vtt3P77bfP1Fokki80ZzbZqdXqKdXazs5O0ZxXrXwuWbKE\nWCxGOp0mEAjQ1tZGuVzm0KFDWK1WtFotbW1tjI+PE4lEhDd6YGCA2bNnk0ql2LRpE8ViEbVajcvl\nYnh4GKvVKqL6TCYTra2tqFQqMpkM6XSasbExXC4Xo6Oj6PV6nE4nhUKBcrmMSqUSmd7btm1j/fr1\nIif7xIkTqNVqBgcH8Xg81NbWkslkGBkZIZfLsXbtWtRqNd3d3fT19dHW1saxY8dQKBRs3bqVtWvX\n0tTUhMfjIRQKodVq2bRpEx999BHz5s3j5ptvvqw+Z7vdzvLly8VgIaPRyP79+6c0QlbH209noE21\nmp1IJDhw4ICoZHd3d/Pqq6/y9ttvE4/HmTNnjmyylEgkkmuEaYvtxx57jO985ztTsmN/8Ytf8Dd/\n8zci51YikXx2zmyyK5fL7Nq1S9hLuru70Wg0WCwW0QRYrYQWCgUsFguFQkFYPywWCx9//DE+n0/E\n7lWH38ydO5dwOIzT6cRgMDAyMsLQ0BBWq5XW1lZyuRyDg4NiZPzHH3+M0Wikvr5e5FcXCgUcDgcT\nExMEAgGMRiMul4tIJEJNTQ3xeJwHHniAZDIp4gGr3nA45dUul8tYLBbK5TJut5v77ruP9vZ2nn32\nWaLRKO+++y7r16+fUu1Np9MMDQ2RSqUolUoYDAY2b97Ma6+9dtnPSTVPfN++fVQqFY4fP86aNWum\n+KoVCsUUr/2nea2rvvzHH39cnMdCoUA0GsVisYgGWIlEIpFcO0y7BPSTn/yEL33pS1Meu/HGG3n/\n/fcv+6IkEskpq8XY2BhqtRqn08nKlSvZtWsXAJ2dnaxevVrku4bDYerq6mhoaMDj8eD3+0kmk8yb\nN09YSpRKpbCS6PV65s6di1Kp5OTJk5RKJSwWCzqdjr6+PkqlEq2trSKWz+fzoVQqMRqN5PN5nE4n\nsViMsbExVCqViA585513KBQKwt4yZ84cLBYLRqMRq9VKpVJBq9XicDgIBoNi/HpjY6MYlmOxWHjk\nkUd499132b17t/is7733Hmq1mtraWgARQfqjH/1IVOHPNbmxVCrR29vLnj176O3tpVwuT/scKJVK\nYrEYmzdvpqurS0zghP/vqz7Ta19tXD0X1WMtFgs9PT3is+3evVtWsiUSieQaZdqV7WoV6nRKpdJF\n/eKSSCSnODPm71zWgwMHDjAyMjIloaKnp4euri5xjFarRafTiVSgUChEPB6npaWF8fFxdDqdiN5r\namrC5XKJoVQDAwO4XC5mz55NMpnEYrGIBkmDwcCRI0fw+XwUi0V0Op0Q0W63W1hZjEYjSqWS1tZW\nkskk3/jGN4QFpVwu8+tf/5otW7bgcrnYuHEjIyMjqNVqMXmypqZGNE9qtVrGxsZQKpWkUik0Gg13\n3nkno6Oj6HQ6Vq9eTTQa5ec//zmzZs3ixIkTeL1e7rvvPlpbW3nuuef4wQ9+cFZV+cyUl4tJ+SiV\nSlPuIJzPVz1dr3XVl79z504efPBBampq+NKXviTO/3R+Lj4vrqS1SCQSydXMtMX2V7/6VTo7O3nl\nlVdQKpWUy2Wee+45vvrVr87k+iSSa5LpCMCjR4/S3d09JfrudOF3uqc6l8uJDO1isUipVKKpqQmD\nwUA2myWVSqHT6XC73YyOjhIOh/F6vRiNRkZGRqipqRHNjdXRw83NzYRCIZqbm1Gr1TgcDoaHhwGI\nxWI4HA4ikQjj4+Ps2bOHu+66C7VaTblcJhQKsW3bNh544AEAotEoVquV8fFxtm7dyiOPPEIgECCf\nz5PJZMS6JyYmePnll4lGo3R2dtLV1cWmTZumpB5Vh+2cbi/p7OwU71Eul6eIwnNVnqcrtg8cOMBT\nTz0lGiQXLVp0zuE153rsXGL1XMNvTl/rpVwYXG6upLVIJBLJ1cy0xfbrr7/ObbfdhtPpxOfz4ff7\ncTqd/PznP5/J9Ukk1yTTEYBWq5VoNEpXVxcajYa33noLhUJBd3c3n3zyCWazGZ1ORygUEhXpmpoa\nzGazyK2uq6tDoVAIAZ1KpVCr1bS1tTE2NgaA2WzGbDbjcrmIRqPodDoxJMfr9aJUKsnlcqIa3d/f\nz+zZs/H7/SJv+5577sHlcpFMJtHr9cTjcb7//e+jVqvZuHEjLS0tnDhxglmzZvHEE0+I9WYyGRob\nG4W1wmq18uSTT4ohOBqNBp/PN+UCo6GhgUgkIsbAOxwOYrEYL774okgsOX0vz0x5uZiUj2PHjjE4\nOCjuJmzZsoV58+bxrW99a4pIPtdAm/OJ1U8bfnMpFwaXmytpLRKJRHI1M22x7Xa7+eijj/i3f/s3\nAoEAHo+H3/md35G3FSWSz8CZAtLn8511zOkRdzU1NZhMJo4fP86GDRt48MEHSaVSZLNZzGaz8Gm3\ntrZSW1sr8qsVCgWlUgk4NRY9kUhgtVrJZDKMjo5iMplIp9MiaaSxsRG/34/H46Gmpobx8XECgQDz\n58/H6/UyODhIa2srNTU1dHR0sH//fmw2GwDBYJCtW7eyatUq5s6dSygUolgssm3bNu655x42b97M\nhx9+iEajEZ5tl8uFVqslFArR0NDA5s2bAVixYgUrV65k9uzZZw2s6evrA2B0dJS3335bNF/OmzeP\nZ599lrVr104RhZcySr3aIFo9T7W1tSxbtmxaVd7PIlYv5cLgcnMlrUUikUiuZi4q+k+pVHLzzTfP\n1FokkquOz+prrVofqkJarT77n6JWqxURd06nU4xiP73afccdd+D3+xkaGsLn81FbW0s6nUahUDA5\nOUldXZ3I1K5UKkxOTlIoFFAqlUKI63Q6VCoVRqMRv9/PrFmzUKlUIsnE6XSSTCaJRCLi/UulEiaT\nCYC+vj4WLlyISqVixYoVWK1WRkZGWLdunRBqZrMZALVajUqlIp/Pi+mW5XKZ0dFRxsbGOHjwIIVC\ngYceeog9e/awZMkSent7z4pA3LlzJ6tWreL5558nHo+j0+lEgsmZovDTRqlf6PzZ7fYp56k6nfNS\nhfP53vdSLgwuN1fSWiQSieRq5lPF9rx58/jkk08A8Hg8KBSKcx7n9/sv/8okkquAAwcOcMcdd1y0\nr/X48eNTGh23b9/OokWLphzj9/tJJBJiLPnY2Bjz58/ngw8+4OjRo9hsNiYnJ6c8JxwOo9VqaW5u\nJhwOi6hAr9fLyMgIjY2NDA8PY7PZRPNjIpFArVYTCoVEDnd/fz8ejweDwYBGoyGTyeBwOMjlchSL\nReCUYNRqtSxcuBCtVkulUmHOnDn84Ac/EENmjEYjzc3NrF27FoD333+fu+66i0qlIr5PlEolBoMB\nhULBiy++iEqlwm63C3F3uuhraGjgmWeeIRgMsnbtWnbv3s3XvvY19u/fz9q1ay9aFF7Ilzx//nwi\nkQjBYJBCoSCST6rCOZ/Ps2/fPiGaly5dKi6czhSrCxYsoLe3V0zerA60Of19P+3C4PPmSlqLRCKR\nXM18qth+6623xJ//6q/+asYXI5FcbRw7dmyKVaCvr29a4mQ6t+ibmpp48sknxTHd3d0cOnSI2tpa\n5s6dS0dHB5FIhHg8jsViEZMYM5kM8Xgcr9crGhpVKhUWi4VQKCSysQuFApFIBLvdTiaToa2tjXQ6\nTX9/P16vl0wmg8FgAKBYLOL3+/H5fMydO1cMoamuTa1Wk8vl+OlPf0pXVxfRaBSfz0cgEGB0dJTn\nn3+eSCTC7NmzxV6p1Wp0Oh06nY7m5mYGBwdxOp28+eabrFy5UlSYTxd9/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qqtUqAP39/WK4jVqtxuPxEI1GqVQqKBQKDAYDoVCIXC5HW1sbHo+HwcFBTCYTSqVSfN1wOExH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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fe73650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285111113)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + geom_point()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zs5PBwUHS6TT33HMPpaWlNDc3Mz4+TnV1NUVFRZSXl9PX10dZWRlms5mnnnqK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wzA9ddfL/q8Dx48+KF7tltbW2sSXlwuF2vXruXAgQPihYQkSZIkXUzOeWc7FApxzTXX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10503e890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (273694445)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + \\\n",
    "    geom_point() + \\\n",
    "    scale_y_log()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0.693147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1.098612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1.386294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1.609438</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   x         y\n",
       "0  1  0.000000\n",
       "1  2  0.693147\n",
       "2  3  1.098612\n",
       "3  4  1.386294\n",
       "4  5  1.609438"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(dict(\n",
    "        x=np.arange(1, 1000)\n",
    "    ))\n",
    "df['y'] = np.log(df.x)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AZYCyDdd6+eWXVVdXp4mJiYJV7aVLl7KqDQAAioLGAVdKJBIaGhrK7cnmmD8A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\nxUGMqx8UFvUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1100158d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285247637)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(df, aes(x='x', y='y')) + geom_point()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gK4lEQseOHVNfX5+qq6s1MjKip59+Wk8++aSuXr2qFStW8Pp1ACWDlQoAYCtn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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114908e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285024853)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(df, aes(x='x', y='y')) + geom_point() + scale_x_log()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reversing Axes\n",
    "If you find yourself in the position where you need to reverse an axis, you can do so using `scale_x_reverse` or `scale_y_reverse`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NxXXXXRd/8Rd/Ed/97ncjIuLBBx+Mv/mbv4larRaXXXZZfOlLX+rW0wHoaYIV\nKKS3vOUt535crVbX/ff8/Py5/7788svP/XjPnj1x/PjxiIg4fvz4mo+5HQCgPQQrwAZ++9vfnvvx\n9PR0XHbZZRERsXv37vjv//7vNR8DoPUEK8AG/v7v/z7q9Xo8/vjj8cADD8Rdd90VEREf+9jH4h/+\n4R/i5Zdfjueffz6+9rWvdXlSgN4kWIHCefU/jNroH0pNTk7GVVddFbfeemv81V/9Vdxyyy0REfG3\nf/u3MTY2FldeeWV88IMfjDvvvDMGBwfbNjdAUZVWV1dXuz0EQEbPPfdc/P7v/340Go3o69v4z/f3\n3XdffP/734+f/vSnHZgOoDi8wwpwERf7M/2JEyfi5z//eayursYTTzwR9957b9x+++0dnA6gGHwd\nVoCLuNjtAsvLy/HZz342jh07FiMjI/Hxj388Pve5z3VwOoBicEsAAACpuSUAAIDUBCsAAKkJVgAA\nUhOsAACkJlgBAEhNsAIAkNr/AnFDEdE8pbiIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1102d7110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285218201)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='mpg')) + geom_histogram() + scale_x_reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AIDXBCgBAaoIVAIDUBCsAAKkJVgAAUhOsAACktu5gXVpailtvvTV+/OMft3IeAABYZt3B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\nUhOsAACkJlgBAEjt/wGO4SNWb6Oq8gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1150b7f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (290502653)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='mpg')) + geom_histogram() + scale_y_reverse()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Changing Coordinate Systems\n",
    "You can switch between different coordinate systems using the `coord_*` family of layers. Just be careful that you're using the correct aesthetics! The available coordinate systems are:\n",
    "\n",
    "- `coord_equal`\n",
    "- `coord_flip`\n",
    "- `coord_polar`\n",
    "- `coord_cartesian` (this is the default, so you never explicitly invoke it)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `coord_equal`\n",
    "`coord_equal` will make the x and y axes use the same scale. This is handy if you're comparing 2 variables together, or want a square-looking plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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L25cuXUJzczPGx8eh0+mwYcMGbNmyBRMTE3jllVdw6dIlpKWl4e6770ZycjIA4J133sHR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\nnTBsExERERHphGGbiIiIiEgn/w8i6rkeScj3JwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115284b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (290784017)>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x='beef', y='pork'), data=meat) + \\\n",
    "    geom_point() + \\\n",
    "    coord_equal()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+/RQ/GObs7ECEEFtVVTVgqBQCdHl5OYxGI+Li4tDT04Py8nK/432r0B6PJ2AL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YOkP11MnToVlZWVAHq2/Dv1Hr1eL12cMnLkSKhUKly9elX6OUtIfO/cuXMYOnQowsLCoFarMXHi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\nYhsAACJiGwAAImIbAAAiYhsAACIXKBMU4a3SfRQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115727690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (290926537)>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x='beef', y='pork'), data=meat) + \\\n",
    "    geom_point() + \\\n",
    "    geom_abline(slope=1, intercept=0, color='teal') + \\\n",
    "    coord_equal()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `coord_flip`\n",
    "`coord_flip` will make the x axis the y axis and vice-versa. So taking the plot we just made and flipping it would look like this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0MjlXy4hH7sfr9eK+++6LWoUxkTHKbyp8Ph86OjowOjqK0dFRnD9/XvLz8fFx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vAAAE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115996810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (290926389)>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sadly, this doesn't appear to work\n",
    "ggplot(aes(x='beef', y='pork'), data=meat) + \\\n",
    "    geom_point() + \\\n",
    "    coord_flip()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### `coord_polar`\n",
    "`coord_polar` uses a polar coordinate system instead of cartesian."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kKRDu3r0rxEAQBLh37x6LvzWhzunBYADTNC8IwSAI4LouXNe9cF7T2LaiiOMY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\n20vsCRI6juOIyN54PF763mVl/qsoCgqFAs7OzqBpGi4vL1P17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j3Pu3aBz3rOKnOYUNdu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11590b210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (291101857)>\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame({\"x\": np.arange(100)})\n",
    "df['y'] = df.x * 10\n",
    "df['z'] = [\"a\" if x%2==0 else \"b\" for x in df.x]\n",
    "\n",
    "# polar coords\n",
    "p = ggplot(df, aes(x='x', y='y')) + geom_point() + coord_polar()\n",
    "print p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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n7maQVCrla+TfaycwCb9UKoViscgp4EkEiz+G8ZFGNX7hcLhtAei3TxewPc1b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EDAVOKFacrXGVkZJvdHIBCAzWbbJH81atSwGZmzNVDqdDoqKiwQCKh+IAA8fvwYCQkJ\n2LBhA0QikU3xbEKmbKVgK4v6mUwmfPHFF7h+/Tp+/PHHClEO4nmr0WigVCohk8mwfv16xMbG4unT\np5VGOc1BUt3m52EwGPD1119jwoQJWL9+PRISEiw6Rs3xxRdf0Do/FotFvXWVSiXy8vIqpLNLSkrw\nyy+/YNWqVRgzZgxatmyJDh06YPPmzTCZTBg9ejSOHz+OixcvYv369Rg/fjzatGlTqdewVqvF5s2b\nERoaioKCAov05Pr16/H777/bdS+sgSxIOnXqhKVLl+Ljjz+u0L1rDp1Oh7y8PCiVStqYQO7L2LFj\nbbq72CJ+wP8aUUJDQzF27Fj06dMHhw4dgkAgoFZrBIMGDULz5s0xa9asChOzUqm0SP8OGTIEKSkp\nDk3gJPrn4+NTpUNR06ZNkZGRAQCIjY1FaWkpXVT5+vqifv36SEtLw+3btyGTyVC7dm0EBATg4cOH\n2Lp1K54+fUoXMW5ubnBxccGhQ4eQmZmJsLAwu0mOSqWijjKOgjSLOQpz+RVHQer+mByTLPiZHJNp\n1+/fpcP5KlCd9q3GK0FlnqiVwZlmD6ZuIv+UrAyTY5JGAlvX6fd/7H13WFP3//25GYRggLBxVMXd\nigwVFDfaakURKg4EZ7XVqhWtuAdad8W6ta1atdYBiEJduEWtoiKyXHUURcUBsknI/P3B776bhMxL\nxfr55jyPzyPJvXnf/T73Nc5xcUFOTo7W7wwJoyoUCojFYlAURYjSlClTMHnyZHTs2BFisVjnubl4\n8SKAKjFbTVAUBYqitO6vUqnEypUrcfXqVcTGxlaTyQBAfGhpS6ctW7agX79+KCkpwSeffGLUBEAL\n4qqS5levXpGavqSkJDg5OaGoqEirDmBiYiIuXbqEEydOgMvlwt7eHiwWizR0VFZW4u7du2rp22fP\nnqF169bw8vJCQEAA5s6di8aNG5PjYUrjh0KhQEJCAqKjo9G4cWPs2rUL7u7uyMjIwNOnT+Hm5oa0\ntDSEhoaiT58+mDFjhtHRIhqqot99+vSBXC7H8OHDsXfvXrRu3VrnerRAtVAohJOTE96+fYuvvvoK\nXbp0QVpamlr6WB/xA/6pXR04cCCuXr0KDocDKysrREdHIyEhAcOGDcO0adMwZiSvL/cAACAASURB\nVMwYUBSFZcuWITAwEL/99lu15hs6/WttbQ0fHx8oFAqkpqbCx8fHqOOhUChAUZSa1Is+eHh4YP78\n+Vi6dCm8vLwwe/Zs4sDj5+eHLl26QCaT4ejRo7h8+TICAgK0djUDVd65ISEhJj9fZDIZpFIp+Hy+\nySUwNelmpRuZTG02qYn8ikKhYCRZRUcbTX3+0uUaTEWx3zfM5M+MWoFmas1YsNlsRusx1a0D3o+s\nDFMJHEPWdS4uLrh27ZrW74ytpaTP3dq1a2FpaYlp06aBy+XqlbM5dOgQAGhNOek7N+vWrcPp06dx\n8OBBrd2MbDab1E7J5XK8ePEC+/fvx9mzZ3Ho0CGja9w0idalS5cQERGB8PBwNRkQbULQdJ1fVFQU\nzp8/j6ZNm8LJyQmXL19GWloaMjIycPfuXbi5ucHLywvt27fHuHHj0LJlS53ElL7mDNV9KpVKnDlz\nBqtWrQKfz0d0dDQ6depEvvf29oavry+cnJzQrl07BAcHY926dfD398eECRMwbtw4o4rxtcn/BAQE\nEAK4f/9+tGrVSuf6dEMI7QfMZrOJxd/BgwdJs44+4qeKdu3aYcOGDeDxeISwBwcHw9PTExMnTsSf\nf/6J6Oho2NnZ4ZdffiHfqZYAyOVyIr1SXl6OYcOGYf/+/UaTP6CK1NSrV89ob/IJEyZg7969+P77\n76FQKLBkyRJCAOl7wM/PDykpKQgICND5O3K5nHFnaU0s0Ggy9iHIr9CRWVNBiz2bOs8YY7X4X4Y5\n7WtGrYCpnAjTGg6m5O99ycq8i5QvUJX21VbzZ2o6PS0tDbt27cLatWuJVp1CoQCfz69GaEQiEem8\n1Dx/+qJ+mzdvxuHDhxETE6OmoacKW1tbMokDVWQxPDwcrq6uSE9PN6rez9LSknTryeVy/Pjjj4iI\niMC6deswffr0am/yqkLQPB4P48ePx9ChQzF9+nRMnDgRffr0Qd++fXH69Gl89NFHWLBgAbKysnDm\nzBlER0dj+PDhcHd3NxiRpCMJupCSkoLg4GCsXLkSs2bNwvHjx9GjRw+Smufz+eR8VFRUgMvlwtXV\nFStWrMCJEydw69Yt9OjRA3/88YfBSUvXZBgYGIioqCiEhYXhwYMHen9DLpcjPz8fEokE9vb2GD16\nNAoKCnD27FmTiB8ANG3aFIWFhXj+/LkaeXVzc0NCQgIaNGiAPn364MaNG2jSpAlWrlyJCRMmoLCw\nUO13aL09W1tbDBo0CCdOnDBJk1OhUMDOzg4ikcioKC1FUcTD9+eff8acOXOqlZV07NgRV65cMfhb\nTNOT7yP1qyq/YipqUvfHlCAzmWc+9KYPc+TPjFoB0zckJutpq+UyFky19moqK8PURs6QrAzd7asJ\nU950y8rK8O2332L58uWoX78+LC0tUVJSQraZw+GAz+cThf+zZ8+iSZMmWid1CwsLreNu374d+/bt\nw8GDB3WmJ2mSQ7s3PHr0CCdOnMClS5cAVHW7zp49W+++0HZOcrkcb968wbfffguZTIbjx4/D1dVV\n53r0vsyfPx8tW7ZEmzZt1I77woUL9UraGANd0Z3s7GysWrUKjx49wuzZsxESEkIItEwmq1Z8zuVy\nIRQKUV5eTiaoRo0aYffu3bhy5QoWLlyInTt3YunSpfD09NR6/ei7JoODgyGXyxEaGoqYmBg0a9ZM\n5z4plUq8ffsWtra2cHR0xOLFi7F06VKEh4cbTfyAf9K/qamp6Nevn9r1y+PxsHjxYnTu3Bnjxo3D\n2LFjMXnyZNy4cQMRERHYtWuXGmkqKSmBvb09GjRogC5duiAxMRHDhw8n30skEiQnJ6OwsBAURaF7\n9+6wtbUl1mtubm5wdHREQUEB6tevr9V6jS4rYLFYaNWqFcaMGYM3b97g2LFjEIlEmDVrFjlnbdq0\nQW5uLgoLC3XWlwL/yK+Y+oJJ16YZa6GoCqYRR1X5FaZ6f0y195i8TNfm/PRfgTnyZ8Y7Bz3Zmgom\ndRgAyMOKaZqZ6ZjvQ1bG0JjOzs54/fp1tX0yJZUTFRWFjh07ol+/fiSNqzppy2Qy0iDC5XJx5MgR\n9O7dW2u9nraI4549e7Bt2zbExMSgbt26OrfDxsYGlZWVJOKyevVqfP311xAKhXjz5g2ZmHWBrl2U\nSqW4evUqPv/8c3h7e+PAgQN6iR+N/fv34+TJk9i5cyeaNGlCPjfGRs5YqEZacnNzMXnyZIwcORKf\nffYZkpOTMWDAAEilUiLjoVAoDF4/tHWeTCaDr68vjh07hqFDh2LEiBGYOHEiCgoK1CK4xkyeISEh\nmDlzJkJDQ/V28dKgRbhDQ0Nhb2+Pn376yWjiR6Nt27a4efMm0d3TjLr07t0bx48fx/nz5xEWFoZx\n48ahuLgYmzZtUluOrsm0sbEhqV9VXLlyBQ0bNsSQIUMQEhICoVCoZr1mYWEBBwcHvHnzRqv1mqWl\nJSGntFvM9OnTkZKSgsWLFyMlJQVz584l9x+Xy0X79u2JNJIu1KQGTywWM3aTqe00bE3kVwAwavpg\nOibTue2/ADP5M+Odg2mzR006femISG3gvywrQxu8q6a/TBnz2LFjSElJwffffw/gH+cBbcdWoVDg\nzZs3SE5ORo8ePWBtba3mJ6wt2hgbG4v169cjJiZGzaxeEzQ5oWsqMzMzcf36dYwdOxZAVdTP09NT\nbxrG0tISFRUV2LBhA7755htER0dj1qxZRqW16Dq/Xbt2kdRz06ZNsXnzZiQkJBhlI2cM6FQpraPY\nokULXL58GSNHjmQ0qWkDm81GaGgoLl68iPr166Nbt274/vvvUVZWBktLSxLFNoShQ4fiu+++I762\nhkCn/H/44QesWLHCZD3Mdu3aIS0tDUAVmdFWu1i/fn3ExcWhXbt2CAwMRFhYGHbu3En8cGmUlJSA\ny+USnco7d+4AqCIseXl5pGOcdnHIyckh+oEtWrQgnrtPnjxBs2bNYGlpCWdnZwiFQjx9+lTNZxeo\n8hieNm0aoqOjkZiYiEePHiEiIoKQbFNSv0zlVzgcDqMUbk3lV2oLSqWS6JWaCqYpdVWbzA8NZvJn\nxjtHTZo9mEThmBKxD1FWxphoo2bdn7Fpkby8PMydOxcbN25EnTp1wOVyST2ZLiQlJcHPzw9KpRJW\nVlYk9UNHQ1THTUhIwKpVq3DgwAGDkTNra2tidwUAK1euREREBNGTy8jI0NvsweVy8erVK4wYMQLn\nzp3D8ePH4e/vb/AYAFUT5/jx4zF37lx069YNpaWl2LFjB6ZOnYpRo0bBy8urxh6fbDYbIpEIS5cu\nRefOnWFjY4Pk5GRMmjQJf/31FxISEpCens64MUgbBAIBZs2ahVOnTuHJkyfo1KkT9uzZQyZtPp9v\ncNIPCwvDlClTMGTIEDx9+lTncqo1fu7u7ujQoQP27Nlj0vZ6eXkhMzMTcrmcTPTayAWHw8GMGTOw\nYcMG/PDDD6hXrx4mTpyodg9IpVKIxWIIhUIMHToUBw4cAFAlx2NpaYkLFy4gPj4eFy9eJJFtVes1\niqJIZ7dQKIRcLieaeroasIYPH463b98iKSkJSUlJePv2Lb755htIJBJ07NgRKSkpBo9BTWrwFAoF\nY+eN91H3x5SM1Wbk70Nu+jCTPzNqBUxq4Zg6XhiyDNOFmqR8/8uyMpp1f8aMqVAoMHXqVIwePZpI\nc9DeovoI5x9//IHg4GCUlZVBIBBALpdDLBaTSCwdwTt+/DgWL16MvXv36q0Zo8flcDikMP/PP/9E\nTk4Ohg0bRpbJyMjQ2exBURRSU1PRq1cvfPzxx4iLi0O9evX0jqmKRYsWoXnz5pg2bRoqKiqQm5uL\nM2fOoF+/fmpWcExAv3CsW7cOPj4+KCkpwfnz57Fo0SLY2dkhKysLwcHBmDRpEoKCgnQKLdcE9evX\nx6ZNm/DLL79g79696NmzJy5cuACRSAQ2m038jnWBTh8PGTIEz58/r/a9ZnNHaWkpFixYgM2bN+vt\nVNeEnZ0dXFxccP/+fQDQmf6l0aVLF5w8eRJCoRAFBQUkZU6jtLQUHA4Ho0ePxqFDhyAWi6FQKJCf\nn4/WrVsjJCQEHA4H6enpamNwuVwIBAK8fv0adnZ2Rkd/OBwOFi9ejAULFkChUODgwYOQyWQYPHgw\nHj58iEePHlVrUNHEvyG/Yir+DfkVJmMyJWNMiCpTRxOmXuz/BZjJnxnvHLq6Ow2hJs0etZlmfl+y\nMsbWGKqSP2PJ5rZt2yAWi/Htt9+Sz/h8vt40c0FBAW7evInPPvsMZWVlavISHA4HYrEYIpEIJ0+e\nxNy5c3HgwAF88sknBrdFIBCQqJ9SqcSKFSswY8YMMqkolUrcunVLK/lTKBT4+eefMXLkSCxfvhzz\n5s0zKTKQmJiIy5cvY9euXZBIJCgqKkJCQgK6desGHo9HuoCZEsCdO3eiXbt2uH//Po4cOYKVK1eq\neTHn5OSQa1kmkyEqKgq7d+/G/fv3/9UoIFCVVk1KSsLEiRMxdepUjBs3Dvfv34dYLAaXy9VLHEaP\nHo1x48ZhyJAhePHiBflcV1evs7MzgoODsXXrVpMma7ruj0ZlZaXe7XJ0dMSePXswd+5cPH/+HJ06\ndSJRVLp+9JNPPkGbNm2QlJSEOnXqQCAQkKajJk2aID8/n7z40JE9oVCIvLw8NGrUSE3LzpD1Wpcu\nXdCmTRusXr0aQqEQkyZNws2bNxEZGQmxWIyYmBiDx4ApGWNqgQYwr/uTSqW1Hvmjmz5qA7T244cI\nM/kz452DKcFhsh49sTMlf0zG1NXBagi1JSujavFmTMr39u3b2LRpEzZu3EgeohYWFiQ1qQtHjx6F\nv78/rKysSOQPUNeMS05OxtSpU/Hrr7/i448/JulFXQ9rOl1MT7AnT56EWCxGUFAQWSY3Nxc8Hq9a\n08bbt28xZswYHDt2DMePH8dnn32md781Qdf5HThwQK1uMjY2ltjWqcrAmEIADx8+jA4dOuDs2bPY\nu3cvNm3apNasQqevVB0sOBwOunbtivT0dIwZMwYeHh4YO3Ystm3bhqysrBrXHtFp+aCgIFy4cAEe\nHh7o378/Fi9ejNevXxOfWF0RmXHjxmHEiBEYPHgwXr58aVDOZdKkSdi9ezeKi4uNnkBV6/4AkIYX\nfVEiFouFSZMmISoqCi9evMCkSZMQHByMjIwMlJWVgcvlYtSoUdi3bx+srKwgEAiIgHheXh6cnJzQ\npEkTZGdnQyQS4c6dO3Bzc8ObN29Qp04dPHv2zCTrtfnz52Pjxo14+fIlnj9/Tp45SqXSqLq/msqv\nMI3+1ab8ilKpZEz+AOZNH0yI3Iea9jVLvZjxTqFQKGq107e2mz3YbHaty8pYWFiYJCvj6uqKe/fu\nkTH1batIJMLkyZMRFRWFhg0bks8tLS0hl8v1rpuYmIgJEyYAABHTBf5Jw1+5cgWTJ0/Gjh070LZt\nW7WaRZoE0s1B9PkTCASorKyERCKBXC7HqlWrMH/+fLWJQVvU7+bNm/jmm28QFBSkFiU0FnSd38KF\nC9G+fXvk5+dDqVTi7t27ePXqFbp160aW1SYErQ20QPPy5cthZ2eHjRs3wtfXV+uyMpkM27dvx7Fj\nx7B9+3ZUVlaicePG8PDwIPv+4sULXL9+HSkpKdi7dy9evXqF9u3bo1OnTujbty8aNWpk0mTG4XAI\nuefz+ZgyZQpCQ0OxevVqdOvWDdOmTcPw4cNRp04dcDgcrS8fEyZMIDIwycnJkEqlOmtEnZ2dMXr0\naCxevBjbtm0zmPIEqiJ/27dvV/ussrJSr7+16ng0pFIpnjx5Am9vb1RWVmLw4MGYMWMGcnJy0Llz\nZ1y4cAEKhQI2Njbo1q0bFAoFzp49i3v37kEgEKBdu3a4du0aKIqCr68v4uLiwGKxjLJea9SoEYYP\nH46ZM2di5MiR5EWXzWbrrZukUVP5FSbKBDThZCK/Ym1tXSPvclNAl99ouvcYuy6TZ7JcLq9ROv59\nwUz+zHinqG1PX6aCyTVp9gCYy8owIY2m2si5uLggOTkZgOG31OXLl6NVq1YICQlR+9zS0lJvyvf5\n8+e4f/8+unfvDkA9/cXhcHDx4kWMHz8eW7du1Up4pFIpSdnQkQmlUgkLCwui6xcfHw+hUIiePXuq\nrava7KFUKrFt2zZs2rQJa9asQUBAAKNzs2jRIrRs2RJTpkxBYWEhuaZiYmIwaNAgrULQgG4CePny\nZaxatQqVlZVYsGAB/P39dZIEpVKJtWvXIiEhAQkJCXBxcdG6XL169RAcHEz0BfPz83H9+nXcuHED\nkydPxv379+Hl5QU/Pz906NABbdu21eq4AuiOQjs7O2P16tWEpO3atQsLFy7EZ599RsoANK+puXPn\nwsrKCv7+/oiJidEbCRs/fjy6du2K+/fvo3HjxgblX1q2bIm8vLxqmnj0hK/vXDdu3Fit7IGWFSov\nL4e9vT2GDBmC+Ph4zJs3DwMHDqz28qlqvXbv3j3k5+dDJpOhUaNGJBJsLL799lv06NEDY8eOhaWl\nJbnewsPDUVJSAhsbG73r10R+hcfjmSRsDfw78iumPl+ZuoswjYwy3UeaVJvJnxlmqKAmjRBMJm26\ntozJeEwjjfSbX23B1LdauubP0Nv3uXPncPLkSZw6dUqNmNASEboiWgBw5MgR9O3blxC3srIyuLi4\nkGaLsWPHYsOGDejSpYvebVX1ExYKhVAoFFAoFJBIJFizZg02btxYjTRlZGQgIiICRUVF+O677/Dy\n5UscPXoULVu2NPntH/inzi8tLQ0VFRXkepJKpTh8+DAOHz6sdT1tBDA9PR0rV67E8+fPERkZicDA\nQL2ThFKpxLJly3D+/HkcOnQIDRo0MPp6dnR0REBAAIKCguDk5ISHDx/i6tWruHbtGlauXIm7d++i\ndevW6NixIzp06AAfHx8SnTUkHty6dWvExMTg9OnTWLhwIXbs2IGoqCh4enqqyZrQqd5JkyahsLAQ\noaGhiI2NhYODg9bfFQgEmDJlCmbMmIGTJ0+isrJS7zXK4XDg4eGB9PR0tW5t2r9W3zPDw8MD3bt3\nR4MGDfDkyRPExcWhY8eO5BobN24c+vfvj4iICIPkwcnJifj70ulCUwhZnTp1MH/+fAwcOBD29vZE\nZNrT0xM3btxAr1699K5Py68wicQZIpb/JujMD5fLNfm5TBMqJuSPSVezQqFglC6mG1s+NHxYVNWM\nDxK12enLNJVakzQzU9s6pp3FpsrK0ORPX9omPz8fkZGRWLduXTVPXUtLS0LAdCExMREDBgwgf9MN\nH/fu3UNYWBiio6ONllahwePxUF5eDrlcjv379xPiogqJRIKMjAz8+eef6NmzJ+rVq4fDhw+jSZMm\njK4Dus5v//79EAgEal7NtHOJqsCzJugawCdPnhAv3S+++ALnzp1DUFCQXuKnUCgwf/58XLlyBXFx\ncXB0dATA3OLQ1tYWvXr1wty5c3HkyBFkZmYiMjISXC4XW7ZsQdu2bdG3b18sXrwYx44dQ0FBgd7f\noygKvXv3xrlz59CjRw+EhIRg6tSpKC0tBZvNrlbjN23aNPTp0wdDhw4l0VttCA8Px8OHD3HmzBmt\nfs40lEol4uPjYWdnh7S0NFRWVuLYsWOIiYnB8ePHiZYdUFUKcODAAcTGxuLZs2cAql7w2Gw2evbs\niR07duDGjRuIj4+HXC5HeXk5vL29Ub9+fZw/f97gsbWzs0NZWRmkUqlOyRlDGDBgAIqLi9U6pDt1\n6mSU5AtT+RWJRMJYfoVpTVxty6/IZDJG6/1f6/g1kz8z3ikoiqq1m4OWfWBKNmuT/NWk2YO2UTMW\nzs7OpGZN2z4qlUpERkZi0KBB6NSpU7Xv6TSzLjL++PFj5OXloXPnzuSz8vJyvHjxAsOGDcOyZcvQ\nu3dvo7cXqKo5oygKFRUVKC4uxtq1azFjxgxSG0hPJsePH4dIJMKmTZuQn5+PkJAQ8Hg8RueFrvOb\nN28eOnTogKKiIrV9PnDgAIYOHar3N549e4bx48eje/fu6Ny5M9LT0zF06FCDk59cLsf06dNx+/Zt\nHDhwgHgbM504tcHKygpdu3ZFZGQkDh48iOzsbHz//fdwdHTEzp074efnh549e2LOnDlITEzU6gkN\nVF2DX331FZKTk8HlctGhQwds27YNANSaOyiKwowZM9CzZ0+EhobqrOmzsLDArFmzyPnV1S2blZUF\nOzs7NG3aFGlpaWquG/Xq1cP169fB5XK1um7Q57G0tBROTk6ws7PDtm3bEBUVhaysLFRUVICiKIwa\nNaqa44c2sFgs2NvbIz8/n7EIMkVRpHaUTsN27NgRV69eNbgu0xoz2pO7Nj13a0L+mJIx2s2nNmAW\neTbDjH8JTIkYfbMzJX+mgo4k1LaAtanj0V6vr1+/1vr9nj178PLlS0RGRmr93lCBeGJiIgIDA9Um\nhoyMDERHR2PRokXo37+/SdsLVBEVOgW4bds2dO3aFR9//DEqKyshEomIZqDqRCmXy/HkyRPGdZ+L\nFi1Cs2bNEBERgfLycrVI5+vXr3Ht2jWd+5Kfn4+FCxeiT58+qFu3Lq5cuYJvvvkGTk5OBruApVIp\nJk+ejLy8POzbt08tLWfshEtRFLke6fuAxWLpva55PB58fHwQGRmJ33//Hbdv38batWvRuHFjJCYm\nolevXujcuTOmT5+O2NhY/P3337h16xaRShEKhfj+++9x9uxZXLt2De7u7oiPj1cjzBRFYc6cOejS\npQvCwsJ0lg7Q6fDdu3fD2tq6GrEpKytDbm4uWrVqhSZNmuDWrVt4/PixmuvG48ePIZPJUFFRgaZN\nm4LFYsHa2hq2trYoKioCn89HUVERsUVs0aIFoqKi8PXXX6OoqAiVlZUIDw9HSkqKVj9sTTg6OiI/\nPx8Ac6LCYrHg7OyMDRs2AAC8vb1x//59NfkYXaiJ/ApTMsaUcNKNcaaiJpG42tL7YxoxfN8wkz8z\n3hk0DeeNRU1kXpjW3zHVFASYkc2a1BgyIZuurq7Iy8ur9vnDhw+xevVqbNq0SWs0gMfj6ZWVUSqV\nSEhIUJNeefLkCV68eIERI0bgiy++MHlb2Ww2LCwsIBKJ8PbtW+zYsaMaMaVdF1TTibTHLpNjlJiY\niEuXLuGnn34CRVHVCuIPHTqEzz//nMjX0CgpKcHq1avRvXt3KJVKXLhwAbNnz4ajoyPKyspQXFys\nVwZGLBbjq6++QkVFBXbt2kVcJDT3VXUio+U6bGxs4ODgABcXF9StWxeurq5wcXEhjRAODg6oW7cu\nXFxc4ODgABsbG3I+aagSZQ6HA09PT4wfPx6//vorsrKysGPHDrRp0wbnzp1DYGAg+vfvryaVYmtr\nC29vb+zZswcrVqzAjz/+iEGDBiEzM1NtexcsWAAfHx/S0KAJiqIwb948LFq0CJWVldV8oa9evYoO\nHToAqPJ4FgqFyM3NVXPdoLUgHRwcIBAIwOFwwOfzYW1tjeLiYohEIhQXF6uR60GDBhGCW1FRAXt7\ne/Tv3x9xcXFaz5cqVOv+mDQZKJVKZGRkICkpCQcOHMDjx49haWkJT09PpKamGly/Jk0YtZ2GBZiT\nMVNB13AybfpgSuQ+NMkXM/kz452BvglNBVNixDSVynQ8DodDbKZqA7R4KVPypyq+C1TV/0yePBkz\nZszQ6bJhSFbmzp07EIvF8PLyQnp6On799VdC+GjZD1NhaWkJpVIJsViMjRs3YsCAAWjUqJHWZWkC\nMHHiRCQmJpJOYlMe4HSd3/bt2+Hq6orS0lK160GpVOLAgQMYPHgw0tPTkZCQgGvXrmHr1q3o0qUL\nnj9/jqSkJCxZsgTOzs7g8Xik0USfDmBFRQXGjBkDHo+Hbdu26SxSpydrPp8PBwcHuLq6wsHBAXw+\nHwqFAhUVFSgsLERBQQHy8/NJerW4uBiFhYWoqKiAQqGotj6Xy0VaWhri4uK0WsexWCy0atUKo0eP\nxk8//YQlS5aobdOzZ8/Uavy6deuGpKQkDBkyBKNGjcLUqVPJCwdFUVi8eDE8PT0xfPhwrZGtTp06\noVmzZli/fj2srKzI5P306VPw+XxSAwlUSb7k5uZW+w26VMDa2hoURUEkEhE7OPqYaNYVLl68GE+f\nPsXmzZuhVCoxevRo7N+/3+Bk7ujoSMgfkxq858+fw8LCAh4eHoiIiCD+2camfmuShtXnjPJvg5be\nYkrGmLqL1OZ4td3092/A3O1rxjsDU40/prIrTJs9akL+mGzn+xCwrlu3bjXyFx0dDVdXV4wYMULn\neobcSxITExEUFITs7GwEBQVBJpOBxWLB0dGxWpTMWPD5fFRWVuLZs2eIjY3FuXPntC4nFovx4MED\n9OzZEy1btoSnpycoioJUKiVdx4ast+g6v8jISHTu3JkU/6vi1q1bpJuU3kegapKOi4tDy5YtybJ0\nSlEV2rqAS0tLMXLkSDRs2BBr1qwh11JWVhZycnKIph+Hw4FAIICVlRVYLBYqKytRUlKCyspKMqmK\nxWK1f7QYc15eHsrKytS+k0gkkMlkkEqlePDgAWJjY0mX4+HDh+Ht7a3zWLm5uZFIIYfDQdOmTasJ\nOLPZbAwbNgwDBw5EdHQ0Pv30U4wZMwZdunTBy5cvMWjQIMhkMowYMQK///57tfq+OXPmYNiwYfjq\nq69gbW2NwsJCvHz5Ek+ePEFubi7ZdoFAgIcPH6KiooKUCFhZWYHH4yE/Px/16tUj9wktOySRSCCV\nSqtFVy0tLfHLL78gMDAQXbt2RdeuXcHj8ZCSkgI/Pz+dx8PJyYmkfQHTIz9ZWVlwd3eHRCLB1KlT\nsXPnTly4cAEdO3bEDz/8YHB9uovWVKjKr5gqNUWnOE3dV6YNKjWRe2Ha9MFkPZr8MVn3fcFM/sx4\nZ2AaFatJzR8T3TwWi8VoO5mmYGuS8mUqnePq6qpWx3TlyhUcPHiwmqyLJiwsLLSm6YCq85uYmIhf\nf/0VDx48INulUChQXl6uU1NOH1gsFiwsLFBYWIgff/wRI0aM0Klzd+fOuVXlbgAAIABJREFUHTRt\n2hR169Yl0S6aINFF31wuFxYWFoQ0aGLRokVo2rQpvvzyS1haWmptSoiJicGQIUPw5MkTtWM/YsQI\nNeLH4/FIQb0mVAng27dvERoaijZt2mD58uUk0pCVlUXIJUVR8PPzI9Z25eXlqKiogEgkUiNztGWX\npaUl+cfn80nak8fjqX2n+o+OCAJVhCA3Nxdt27bVObF7eHggISEBy5Ytg6enJ7y9vbXq8tFRxkWL\nFiE8PBwzZ87E2rVrAVRdw/Hx8Thw4ABGjhyJPXv2qJGxTz75BP7+/li+fDnWrFmD0tJS+Pr6koju\nixcvkJmZibZt2+Kbb77Bo0eP4Ovri6ysLDRq1AhisRhOTk5Ee628vJy4bhQUFMDGxkbr9d6wYUOs\nXr0aw4cPx61btxAWFoZ9+/YZJH+qTTGmyq9kZWWhTZs2RH4lKioKixYtwpEjR3D37l1CbPWBaU0c\n3fRh6vOSJmOmvvQyjcTVhIwx7Whmsp0ymYyxdd77gpn8mfHOoFQqGUf+mETGmEYMmUbiOByOQVFa\nbahtAWuKouDq6ko8UYuKijB16lRER0erpdI0weVy9crKpKamgs/n45NPPiGpSbq4m3ZdMBV8Ph9K\npRJZWVk4ffo0Ll26pHPZ9PR0eHl5wc7ODm/fvq1GxpVKJdl2uv6L7pRWKBSkzi8pKQk2NjakjlAV\nIpEIR48exalTp/DmzRsyudP1hTToCUrf+amoqMDr168xaNAg+Pv7Y+bMmWqTd05ODllfqVTCw8MD\nvXv3hlKpBI/HI5FDVQLH4/Gqpam4XC6pR9P3cpKZmYkTJ04Qce1mzZrByckJxcXFWms8WSwWevTo\nAQ6Hg3nz5ultAqIjL25ubggNDSXnkSaZq1atwvTp0zF69Gjs3r1b7VqZMWMGevfujSlTpsDZ2bka\nIacoCt7e3sjPz8eDBw9w584dCAQCfPrppwCqZFieP3+Ov//+Gw8ePCCuG0VFRXqbb3r37o2bN28i\nPDwcW7ZswZo1a1BUVKRTfsbR0VHNfo++Lkwhf2FhYUR+JSAgADt37kRMTAzc3d2Rmpqq5iSjDUwj\ncUzJGK29Z+rzi46cmwqmZIxpSpxp84ZqacGHAnPNnxnvFLXVBs9ms0FRVK2SzfdRY8g0re3s7IyX\nL19CqVRizpw56N27dzWnDE1YWFhAqVTqJBB0ypeiKHh4eODw4cPo2bMnBg8erJWUGANaVmbVqlWY\nMGGC3slalfwVFhbqTfvTxI4mqS9evMCCBQvw888/QygUgs/na61DO3HiBLy8vFC/fn14eHjgyy+/\nRI8ePZCQkAAPDw+ynDGWWS9evEBAQAACAgK06imqRnm4XC4GDBiADh06oGPHjvD29kbz5s3RokUL\n1K1bF3Z2duDz+YxdBbhcLjw9PXH48GGsXr0aDg4ORLbEwcFB63GndfzatWuHnJwcPHnyRO8YdFSy\ncePGZEKlSTOLxUJ0dDRcXFzw5ZdfqgkA169fH8OGDUNUVBQsLS3JJE6nmgcMGACKotC6dWs4Oztj\n6NCh6Nevn5pnbf369eHn54chQ4agQYMGALTX+2lixowZEIvF2LVrFznPuqDa8AGYXi+WnZ2NNm3a\nEDtDHo+HxYsXY/369WjRooXRdX8fSk0c08gf0/EoimIswcNkvA8NZvJnxjtFbRXB0jd5bZJNgHmn\nL9NII1NZGWdnZ7x69Qrx8fG4d+8e5s2bZ3A9fWltmUyGo0ePki5fFosFb29vDBs2jERimMDCwgJX\nrlxBWloaxowZo3dZ2tbN3t5er4iwKhQKBYqLizFq1CjMnDkTPj4+sLGxIY0TmqBTvgCI9ZyPjw+8\nvLzIpGSM3d7Tp08REhKC0NBQTJkypVoXMIvFQkJCAkaOHImtW7ciISEBbdq0UfsNphO2NtDNSt7e\n3ggLC8OGDRvw3Xff4dGjRyguLoaVlRUcHBzIPqoKOEskEvTr1w9//PGHwXEkEgnat2+PXr16ITw8\nXI00s9lsrFu3Dvb29hg3bpwaeZ48eTKOHj2KO3fuwMbGhug+ikQi4ijStm1bEs02BsbYpnE4HOzY\nsQM7d+5EvXr1sG/fPp3Lqkq90DD2vn716hUkEgnq168P4J+mnhYtWuCLL77A5cuXjRJ7rkkHbm2S\nMfo5WVs1cfQ8UFvjfWjNHoCZ/JnxDsG0do9pFA6oPbV1+sFZm2STaW0ii8WCk5MTbt++jcWLF2PT\npk1GpWD0kb8rV66gbt261dwufHx8kJmZabBWSdd4LBYLUVFRmDZtmt5tLCkpwYsXL9CyZUvY2dmh\nqKjI6GND1/mFh4dDJBKBx+OhsrJSLcoEVHUS3759G3369CGfvX37Vi1VTmvp6bsOHj58iJCQEIwf\nPx4TJ04EoN4FLBQKkZGRgczMTCxduhQDBgxQI5eqMDbSI5FIkJqaSjT5VO9DbWm7bt264fPPP8f8\n+fNRXl6OgoICcDgcODo6QigUqnX1AkBQUBASExMNbgcd8XFzc0OzZs2q7Rebzcb69etRp04dfPXV\nV4QAOjg4YMqUKZg9ezbpnta8Ftu2bYu0tDSdY2sSnOLiYoOai0BVXea+fftw8OBB3Lt3D1lZWVqX\n04z8AcaTMTrqR0eZVOVXvvvuO7x58wbXr183aE/INPJHp/prm4zVtvAy09SvqaiJRMz7gpn8mfGf\nQk1s3ZgQTaYElc1mM65pZIKaCljT6a7x48ejdevWRo9pKOWrCScnJwAgllqmgMfj4dSpU8jNzTXo\npJGZmYnWrVuDw+HA3t4ehYWFRh0bus5v9erVoCiKpE7pDlo2m00cROLi4hAUFKQmwZKfn6/mU2so\n3Xvnzh0MGTIEkZGRGD16tNp3FRUVKCkpAZfLxbRp07Bw4UKDk5VUKjWqsPzs2bMIDAxU0+RT3WZt\n53XevHnIyMjAH3/8AYlEgvz8fLBYLFhZWaGkpEQtMurr64vCwkKkp6fj6NGjiIuLQ1xcHKmBU7Ve\nO3nyJGxtbUlaXdN6jcPhYNOmTeDxeJg4cSLYbDbYbDZGjBiB9PR0XL16VeuLQLt27ZCWlqbzeaFJ\n/oqKiozytZVKpejatSsmT54MuVyO3bt3a13O3t4excXFatedsWSMbvZQHZPeVqFQSCLzxkQ2a1sI\nmQlqSsaYCC8zjYp+qKLNpsJM/sx4Z6hNgefabvb40Mjmli1bAADBwcFGLa/PKq+yshJJSUlqXr6q\naNSoEaPt5HK5mDNnDmbOnGlQwoKu9wNAav4Mgdbz+/nnn4mIsKqTCN0gQmvDxcXFYcSIEWqTeUFB\nAYn80el7XddPeno6wsLCEBUVpZXM0sRq/fr1aNiwIQYNGmRwH+ixtE1OpaWlSExMxIQJEzBo0CBy\nDqRSKXJyctTW07bNfD4fGzZswIIFC/Dq1SsIBAJyX9FSM6rbHhgYiBMnTqBjx44YPHgwgoODcfv2\nbRQVFalZr9na2hLhbG3WaxRFwdraGjt27IBSqcSXX36J8vJy8Hg8REZGIjIyUiv5q1u3Lng8nt7a\nQ9XjVFJSYrDmj4ZEIsGMGTPg7u6O/fv3a43AcTgc2NraqpUcGNtokJ2dDXd3d/K3piXZ8OHDAQAL\nFiwwantNBX29MyFHTKNcTJswajIek6goU/Jnbvgww4wa4H2Qsdpu9mBa78eU3N64cQO7du2Ci4uL\nTos3TejTFExOTkarVq1Qr149reuqTmqm4OjRo5DJZAgMDDS4bEZGBiF/jo6OePv2rd7jqqrnR28f\nLSujbWK/dOkS6tSpg1atWhGBZQ6Hg4KCAhL50yeVcf36dYwcORI//PCD1ggpUEVaX716hRUrVmDJ\nkiUQCARGpSVVU4QvXrzArl27EBYWhvbt2+PgwYPw8/PDjh071Aj04cOHIZFIDMoTeXt7Y8SIEZg9\nezasrKxQVFSE/Px8UBRFnENoBAUF4fjx4+R40DaCZWVlyMnJUbNey8vLQ0VFBZ48eUKs1+zs7Ein\nNl3Ht3XrVlRWVuLbb7+FTCbDwIEDUVpaiuPHj2udkA3V/akSDmPTvkAV+bO0tERMTAyAKsFybdCW\n+jWGOGiL/AH/3HdsNhuTJ0/GX3/9ZTD1W9tkrCZNGLUZiWPanGKO/JlhRg1QE3cPppG/2hyPKfmr\nSeSPyXgVFRUYP348li9fDk9PT6M8S4F/yKa2Y5OQkKAz6gcwJ38LFy7E3LlzjXpgp6enw9PTEwBI\nhEqf7A5d5zdy5EjyGZ3OVe00pXHgwAESraP9hIGqyF+9evX0Rv0uXryIsWPHYuPGjejdu7fW7bGx\nsYGFhQWmT5+OoUOHon79+jqdQFShVCqRnZ2NtWvXIiAgAJ999hlu3ryJsLAw3Lx5E3v27MGoUaMQ\nEhKCxMREbN68GfHx8WCz2cRb19B1tHDhQuTn52P9+vWoqKiAXC5HYWEhLCws1NKmXl5ekMlkuH37\nNoCqyGNBQQFcXFwgEonUrNdkMhmxzKO7q+lzUFRURI4jj8fDL7/8QkSwExMTMWTIEMyZM0dripJO\n/eqCKuEwpuGDhkQiIWLlEREROHPmDB4+fFhtOSZNH2/fvkVRUZGaVBAd1Vfdx2+//RYAsH79er2/\nV9sduB8K2axJ2pfpeB9S44eZ/JnxTsD0RmBKjpiSv9oer7bJ5oIFC+Dn54d+/frBxcXFJPKnLeVb\nUVGB8+fPo3///lrXo5tLgCr7KmMRHx8PFxcXdO3a1eCyr1+/RkVFBZk82Ww2qfvTBs06PxqWlpaQ\nSCTVzmNJSQnOnDmDgQMHqn1eXl4OsVgMPp8PS0tLrVISp06dwuTJk7F9+3Z0795d6/ZYWFhAIBDg\n9OnTSE5OxtSpUwHotoKTyWS4evUqoqKi0KlTJ4wePRr5+flYsGAB0tPTsXHjRvTv31+tw5rL5aJ9\n+/YIDg5Gx44dsX37dnh5eaF37954/PixzmNra2sLoVCIzZs3Y8mSJSRdLJFIUFJSAoFAQGoOKYrC\ngAEDkJiYCKlUitOnT6NTp05EH1IVPB4PpaWlaNiwIeRyOUQikc4aTUtLS0RERODixYv49ttvsWTJ\nEvD5fBKFU4Whpg9VwmFI508VqjVx06ZNAwD06tULMTExag00upo+9JEHOuWruYxmjaJAIICTkxM2\nbtyo916qiTZdbZOj2ozEvY/xzOTPjP/zoAtuTcWHUvNXk/HedeRPLpcjPT0dUVFRuHDhAhYvXgwA\ncHFxUXMkMDSetsn51KlTaNeunVrTgypYLBaJ8Fy/ft2oscRiMX744QcsXbrUqOXpqJ/qA5pOH2pC\nW50fDV3NGkeOHEHnzp2r7SOd8qUjfmKxGCwWC3w+HxYWFjhy5AhmzJiB3bt3o0OHDjq3XygUQiQS\nITIyEvPmzVMjbaWlpUhKSsKvv/6KrVu3IiIiAl5eXli8eDGEQiG2b9+OlJQULFq0CP7+/kbbe7HZ\nbCxduhQTJkzAF198oVVDTlXOpWHDhpgyZQoiIiLIdVdeXg6JRKJWN0d3/Z46dQrNmzcnhJzP50Mk\nEsHCwgIKhQK2trYoLi6GjY2Nmn0ebb2miRcvXpD7UiaToW/fvli+fHm16K67uzsePHhgMDUKmJb2\npa0puVwuuFwuQkJCIJPJ8N1336k10GiL/BlL/jShjYwNHjwYALBixQq921qbadjarsH7UMZTKBQf\nVN2fmfyZ8U7wPsjf//p4pjgHBAUFYfv27Xj9+jUePHgAoLrFmz7oIpsJCQk6a9jo7SwtLYW1tbXR\n5G/37t3w8vJC+/btjVpetdmDPi7amj601fnRsLCwIFZwmlBN+aqCJn+qUVGpVAqRSIR9+/YhKioK\n8fHxevdDIBCAzWZj8+bN4PP5+OKLL9S+z8rKQkBAAKZMmYJly5bB2dkZJ0+eRFJSEqZNm4bWrVur\nXUN09JHH44HP55NO5YqKCnC5XPB4PCKADgDh4eHYuHEjxo8frxZJUyV+NMEaO3YsLCwssHXrVrJc\nUVER2Gw2Iawff/wxAODNmzekho3NZqNp06Z49OgR5HI5MjMz4ebmhrKyMtJUI5fLUVJSQqzXNKEp\nDN2tWzd069YNO3bsUFuOz+ejZcuWyMzM1HnMaRJQUlJiNPkD1GsrVTvkpVIpaTJhEvnTrPejoc2P\nlhb4TklJwY0bN7T+Xk1q8P7XI3FMRdCZNnyYyZ8ZZqD2up8oimIcUWNyk9Pabv/V8VRtwuRyOUnd\nGZv2pQmFJvkrKipCSkoKPv/8c73bWlJSgp49e+qcrFRRWlqKLVu2YMmSJUbL2Kg2e9AkXJvQ86JF\ni9CsWTO1Oj8adERKs/nhwYMHePbsGfz9/autQ8u8aKbEd+3ahZUrVyI2NhbNmzdXk4tRBUVREAgE\nePbsGVatWoUlS5ZUux5u3bpF7hulUglPT0988skn1baFXo/uwhWLxbh69Sr279+Pq1evksYOWs+N\nrr+jKArdunVDfHw81q9fj5UrV8La2roa8aOP7bp16/Dzzz+Tuj6ZTIaKigoIBAJQFIVXr16hRYsW\nOHnyJA4dOoTDhw/j2bNncHd3x5MnT7Bv3z48f/4c7du3R2lpKSwsLNC6dWvExcUhKSmJWK9polmz\nZrCwsMC6deuI4PWSJUvwyy+/oKCgQG1ZQ3V/NAkwJfJH7yudhlU9B6rWfo6Ojv8a+aMjcarHw9fX\nF3/99RciIyOxYMECrc+AmpAjiqIYEaQPaTwmMjFM8CGlfAGzt68Z7xBMpV5MBf0wqS2ySY9XWze7\nqeM1btyYTP4sFotMVMaSP11uKSdOnEDXrl2rpU9VQVEUysvL0aFDB5w5c0avNyoA/Pzzz/D394eX\nl5dRci1KpRLp6en48ccfybZKpdJqkT9V315t15SuTt3Y2FiEhIRoLYSnZV5oCZysrCxs374dV65c\nQXx8PNzc3PT6CVtZWYGiKCxcuBABAQFaU39v3rwhkT0ul4uGDRuStGhxcTGAKvLB4XCIJ6xUKkVG\nRgaCgoIgk8nA5XJx/PhxeHp6kjokenlLS0vIZDI0b94cR44cwddff40vv/wSGzZs0Hr/1K9fHwsW\nLEBERASOHTtGavesrKxQp04d1KtXDytWrEBQUBBCQkLUfqNfv37k/8XFxSTyZ29vj9DQUO0n+P8j\nMzMT7u7uJO0JAB999BGGDh2KdevWYcmSJeTztm3b4tixYzp/S6FQgMvlkrSzsZBKpYTk/v333wCq\nIoA//PADcSlxcnKqlvYFdD/HSktL8fLlSzRt2rTad6paePTLhbW1NZo1a4bGjRuDx+MhNjbW4LEz\nFvTzhGkW478+nmp03NS5wRz5M8MMhmCa9mUCfdpl7wLvi/wZm/alfXanTp2K+vXrkyiDq6urUTV/\nusYzlPKlUVZWBqFQCC8vL70yHPn5+di5cydmzpypdTxtePLkCfh8PlxcXMi2akb+Hj9+THx7dRFV\nbZInMpkMBw8e1CkwnZ+fDycnJ8jlcmRlZWHAgAE4fPgwCgoKUFRUVG15TT9hgUCA69ev4+jRo2Sf\nNfH48WNMmTIFmzdvRkJCAtzd3UkTiI2NDelQprUIaX24PXv2qKWi6VQ/8E/zjkKhILVxlpaWcHNz\nw/nz56FUKtGvXz+dMkCDBw9G48aNER0dDaDquheLxRAIBOByuWjUqBGcnZ1x6dIlresDVenusrIy\nUktnqNbsxo0b1dLnUqkUCxcuxOHDh0k0G/hH7kXX/U/XYpWWlpoU+VMlY4cOHcKWLVvw/PlzODk5\nkXtEW9pXH27fvo2PP/5Y68sFPZ5mZKxjx45ISUnB999/j1WrVqGkpMTo8fRB13jvCqrkrzZAXw+1\nvX8fCszkz4x3htpM+wK1d/PVNtmkJ0pj94/22aXFcen0q52dHelYNXW8169fIysrC7169TI4Pl3E\n7+vrq7fub8OGDRg4cCDc3NwAGEf+VFO+qrC1tcWDBw8QFxeHkSNHYvr06TolZ2hbK03yd/78eTRo\n0ADNmzfXuh5t7SaTyZCTk0O2VyaT6RUapo8jRVGYOnUq5s6dCxcXl2rRBblcjsuXL2P48OEIDg4m\nVmh0FzCtS6i63deuXUNAQACysrIIoaAoCitWrEBCQgKJeqmuQ7uE0Oni9evXw9/fH4GBgbh79261\n7acoCqtWrUJ8fDxu3rwJPp9Pml3o/QsKCtLr9ctms2FpaYmKigqttW2aSE1N1Ur+XF1d8dVXX2HV\nqlXk848++ghyuRwvXrzQ+XtlZWWoU6eOSQ0O9PnNzc3Fo0eP0LdvXwwYMACxsbFkGW0NH/qgK+UL\n6CZHfn5+SElJgaenJ/z9/Q1KvxgLerzasnjTJ1D+LqB639UGPqSoH2Amf2a8Q9R2JO5DIJs1cT0x\ndV0Wi4XRo0djz5495G9nZ2eDQs/aNOyOHDmCTz/9VK/fLr2dZWVlEAgE8PX11Vn3l5ubi/j4eEyZ\nMsWkyOatW7fUyB+9jWVlZTh27BimTp2KnJwcnRMs8I+QrmaNYWxsrF5bufz8fDg7O0OhUKBx48Zk\n0lStAdMFKysr/PbbbygvLyfuGzweT81PODs7G05OTlrFsxUKBSQSCRGCLigowPTp0zFu3Dh8/fXX\nOHnyJBISErB582YcPXoUP//8M3766Sf07t0bR48eVTuXtra2EAgEROaGoihMnz4ds2bNwpAhQ7B9\n+3Y1T2A2m4369etjzZo1mDx5Mt68eUMimnQtYWBgII4fP65T9BqoSmGWlpYa1F9TKBRIS0tDu3bt\n1D6nz9fEiRNx/fp1pKenA6i67tq1a6c3ymystZsq6OsxPj4egYGBsLCwwLBhwxATE0PufVpgXPPa\n1VWHl5WVpfOlhL7nNI+Nr68v0tLSIJFIMHv2bMTExODRo0dGjacPNSFjTP1vmY7HBLUd+TOTPzPM\n+P/4ECJxTDtvmazL9KHHVBsQAIYMGYJz586RInlj6v601eTo8vJVBd2UUlpaCoFAgLZt2yIrK0tr\nR+2aNWswevRoODk5meTOkpGRQcSdVWt5RCKRWqPE06dPdf4Gh8OBUqlUI38FBQW4fPmyXvFqVWs3\nDw8P7Nq1C3w+H4cPHyY1YLogkUgwZ84cLFmyhDTTiMViNT/hy5cvo1u3btXW5XK5UCgUqKioQEFB\nAXbt2oWePXvC2toaycnJ+OKLL2BpaQlvb28EBwfDx8cHffv2xYkTJzBv3jysXLkS/fr1w9mzZ5GZ\nmYm9e/ciKSmJpGFpMjxw4EDMnj0bUVFRxBM4OzsbbDYblZWV8Pf3R6dOnYh0kFgsBo/HAwA0aNAA\nTZs2NSr1awiPHj2CjY0NSe3TkMlkUCqVEAqFmDZtGpYtW0bOuSG9v8LCQpNSvjRom7+QkBAAQJs2\nbWBjY4PLly8DAEnna9ar6iJjt2/f1vtioq1ZxNbWFm5ubsjIyICzszMmTZpEzoHqeEzAVNaECd4X\nGavtSOOHAjP5M+ODx/tI+zIdqzb9jimKgq2tLXr37k1SVcbU/WmSv9zcXPz9999aiYm27SwvL4dA\nIIBAIECzZs2qyXDcv38f586dw/jx4wEYr2Eok8mQnZ1NiJbqcVFN1ao2uWiDtvEOHTqETz/9VG90\nSNXajcVioWfPnrC1tYW9vb3eCY3L5WL58uXo2rUrfHx81L5T9RO+cOECPvvsM/B4PLWU6s2bNxEb\nG4t9+/ahe/fu2L9/P86fP4+1a9fC2tpaZ3cpRVHo27cvTp48iYkTJ2L+/PkICAjA+PHjMWDAAGRk\nZEAikVQTFqYhlUrx+PFjSCQScpwXLVqES5cu4fTp06isrASLxSLkkdb80wU68kfvl65JWVvKlwZd\nLxgaGorXr1/j/PnzAAzbvBlqPNKF69evQ6lUom3btgCqjmlYWBj2799PltEl96K5fyKRSM32Tht0\nHRc69QsAX375JR49eoRz586R72viR1vb8iv/q5HGDw1m8mfGO0Ntp2GZrFfbZIzpejXRFBwxYgR+\n//13KBQKo7T+NLczMTERAQEBBgWF6fNAp30BwMfHp1rd3w8//ICJEycSomWshuFff/2FunXrkgiO\nKkn19fWFk5MTJk2ahGbNmumNxGmSP6VSiZiYGL0pX6Aq7avpb+vh4YGsrCy96z19+hQ7duzA7Nmz\ndS5TVlaGjIwMtG3bljSI8Pl8ZGdnIzAwEJMmTcKMGTMQEBCAmJgYNGjQQM0JRFWTTnU/ZTIZWCwW\nwsPDMWfOHHJeVbXq6C5gPp8PNzc3NX09TRJtbW2NdevWYebMmTh9+jR++eUXpKWlQaFQoH///jhz\n5oxOwWXVyJ8+ORRtzR40aPLH4XAwZ84cLF++HHK5HJ6enrh7967WKDNgmruHKvbs2YPQ0FC1Z0xw\ncDAuXLhAGoy0yb0A1Z9Ld+/eRbNmzUi0VBt0kTE/Pz8izM3j8bBgwQLMmTMH8fHxSE9PJ40/pqIm\nZOxDWA8w1/zpgpn8mfGfAtMbqDZvvNp+k2RKGmm0a9cOfD4ff/75p1FpX02ymZCQgODgYKPGoiN/\ntDyJZtPHzZs3kZGRgVGjRpHPjE1rq6Z86e2k13N0dERZWRlmzZqFkpISrT6squOpkr+srCyUlZWh\nU6dOesdXTfvSaNOmjV7yp1QqMXv2bMyYMaNaGlMVV69ehZeXF6ysrKBQKIifsKpmI/CP+LGmFZym\nNRhNImQyGRFwbty4MSEWNLHj8Xik+UMkEqF169awsrLCqlWrkJCQoJVEd+zYEV26dEF4eDjGjx+P\nwMBAkpJs06YNicZpQjXypy/iZCjyR6/Xp08f1KlTB/Hx8ahTpw6aNGlC9Ag1wSTyJ5VKER8fj7Cw\nMLXPhUIhPv30U8THxwPQLvei7XrW1+xBQxcZ8/X1xc2bN0njjouLC54/f44pU6YgODgYt27dMmnf\nVLfzfTzPagsfwnzyvmAmf/+DSExMxOrVq7Flyxby2cuXL7F9+3b89NNP+OWXX9S8Ii9duoQNGzZg\n06ZNapPm/fv3sXXrVr1dfLpQU8Ji6li1jdrSMKTXq0mkkaIoDB8xjuxzAAAgAElEQVQ+HHv27DHK\n4k2VjP31118oLCzUa1emOl5lZSVkMhmRJPHx8UFqaiqR21ixYgWmT5+u1jhi7P7dunUL3t7eauvR\noPX0JBIJQkJCEBcXp/N3NGsMY2JiMGTIEL3pL1paRbPhxd3dHdnZ2TrXO3XqFHJzc0mKWxcuXrxY\nzQuYxWKhUaNGaoStSZMmpCFAlQBaWVkhJSUFiYmJSE1NhVgsJrZqtICzu7s7xowZg549e+KPP/6A\nj48PcSihO3CLi4vBZrMRHh5Ouo21oWvXrlqjiPpSv5qRP233w9u3b/Hq1Su0atVK62+oNotQFIX5\n8+dj9erVEIvFeuv+mET+kpOT4ebmhmbNmlX7btiwYdi/fz+USqXWtK82UqXL1s3QekBVp37Dhg3J\ni8aTJ0/Ujn9OTk6tR8ZqK31bU3yokb8HDx5g48aN2LBhA6kxLSwsxLZt27B7926Dqg2GYCZ//4Pw\n8vLC8OHD1T47ffo0evTogQkTJsDf3x+nT58GUCXhcfv2bUyaNAnh4eE4duwYuYgzMzMxfvx4CAQC\ngx2i7xsfSuTvfb1RDhw4EJcvXwaLxTJK6JnezsTERAQGBhpdF1RWVgZra2tyjFxcXCAUCvHgwQNc\nvHgRr1+/VhPu1RxPHzQjf6rrURRFhJ4HDx6M+Ph4nY4hqmRTLBYjMTFR6zapQlvUD/gn8qdt+0Ui\nERYtWoT169cbPH7JycnVyB+Hw4GnpyeGDRuGzz//nDhd0A0iFhYWEIlEKCoqQmpqKgIDAzFx4kQM\nGDAA8fHxSE1NhYWFBYqKiiASiWBpaYm2bdvC0dERnp6ekEqlhATT6dScnBwSXdSHoqIirenhvn37\nIjk5WWtjh42NjVrkT9sYN2/ehLe3t85uYE3S6OPjA3d3dyxbtgwAcPbsWa0lEsXFxSZH/g4dOoSh\nQ4fqTMNWVlbi1q1bRsu9GBP50xeJU039qqb4jek21zdeba4HfBiRP6b4t/ZNoVDg+PHjGDFiBCZN\nmoTs7Gy8efMGN27cwODBg9GtWze9lobGwEz+/gfRqFGjahEKOioDVE14tPjt/fv34e7uDjabDTs7\nOzg4OKhFBeVyOaRSKSMtqP965K8m0ckPhWzSsLGxQUBAAC5cuGBU2heo2kdTUr4URRE9NVX4+voi\nJSUFK1aswMyZM6sJ3BpzHkQiER4+fKjmsap5XOzs7PD27Vs0b94cdevW1dl5qjreqVOn0Lp1a3z0\n0Ud6x8/Pz4ejo2O17XR1dQVFUcjLy6u2zk8//QR3d3f06dNHb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5pKSUlJCY4cOYKAgACT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XPvn8yRZdb3ARA3a83eZNYTgCT8yGaJmbuw+GMYybgFYCQS8TS5A5i5DqfVfbqLxf0aXRUI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\n7BzfYDAIy7Jgm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      "text/plain": [
       "<matplotlib.figure.Figure at 0x115e2ef90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (291107933)>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(df, aes(x='x', y='y')) + geom_point() + geom_line() + coord_polar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
